From 44e6b6c68742063b69d14d235d1d071e621a304e Mon Sep 17 00:00:00 2001 From: janusz Date: Thu, 28 Jan 2021 22:10:43 +0100 Subject: [PATCH 01/37] Added multithreading configuration to prefs.ini --- .gitignore | 1 + Client/src/Main.cpp | 22 ++++++++++++++-------- Client/src/model/Config.cpp | 18 ++++++++++++++++++ Client/src/model/Config.h | 7 +++++++ 4 files changed, 40 insertions(+), 8 deletions(-) diff --git a/.gitignore b/.gitignore index a290142..52f8b7f 100644 --- a/.gitignore +++ b/.gitignore @@ -349,3 +349,4 @@ healthchecksdb Client/models prefs.ini log.txt +/cmake-build-debug/ diff --git a/Client/src/Main.cpp b/Client/src/Main.cpp index 25dfda6..3f63376 100644 --- a/Client/src/Main.cpp +++ b/Client/src/Main.cpp @@ -21,10 +21,6 @@ int main(int argc, char *argv[]) { - SetEnvironmentVariable(LPWSTR("OMP_NUM_THREADS"), LPWSTR("1")); - omp_set_num_threads(1); // Disable ONNX paralelization so we dont steal all cpu cores. - omp_set_dynamic(0); - #if defined(Q_OS_WIN) QCoreApplication::setAttribute(Qt::AA_EnableHighDpiScaling); #endif @@ -45,16 +41,26 @@ int main(int argc, char *argv[]) logger->info(" ---------- AITRACK LOG ----------"); + auto conf_mgr = std::make_unique("./prefs.ini"); + logger->info("Created/Found prefs.ini"); + + auto state = conf_mgr->getConfig(); + if (state.set_env_threads) { + std::wstring ws = std::to_wstring(state.env_threads); + SetEnvironmentVariable(LPWSTR(L"OMP_NUM_THREADS"), ws.c_str()); + } + if (state.set_num_threads) { + omp_set_num_threads(state.num_threads); + } + if (state.set_dynamic) { + omp_set_dynamic(state.dynamic); + } QApplication app(argc, argv); WindowMain w; w.show(); - - auto conf_mgr = std::make_unique("./prefs.ini"); - logger->info("Created/Found prefs.ini"); - auto t_factory = std::make_unique("./models/"); Presenter p((IView&)w, std::move(t_factory), std::move(conf_mgr)); diff --git a/Client/src/model/Config.cpp b/Client/src/model/Config.cpp index d5185ef..c484dd3 100644 --- a/Client/src/model/Config.cpp +++ b/Client/src/model/Config.cpp @@ -23,6 +23,12 @@ ConfigData ConfigData::getGenericConfig() conf.x, conf.y, conf.z, conf.pitch, conf.yaw, conf.roll = 0; conf.cam_exposure = -1; conf.cam_gain = -1; + conf.set_env_threads = true; + conf.env_threads = 1; + conf.set_num_threads = true; + conf.num_threads = 1; + conf.set_dynamic = true; + conf.dynamic = 0; return conf; } @@ -55,6 +61,12 @@ void ConfigMgr::updateConfig(const ConfigData& data) conf.setValue("cam_gain", data.cam_gain); conf.setValue("selected_camera", data.selected_camera); conf.setValue("autocheck_updates", data.autocheck_updates); + conf.setValue("set_env_threads", data.set_env_threads); + conf.setValue("env_threads", data.env_threads); + conf.setValue("set_num_threads", data.set_num_threads); + conf.setValue("num_threads", data.num_threads); + conf.setValue("set_dynamic", data.set_dynamic); + conf.setValue("dynamic", data.dynamic); } ConfigData ConfigMgr::getConfig() @@ -74,6 +86,12 @@ ConfigData ConfigMgr::getConfig() c.cam_exposure= conf.value("cam_exposure", -1).toInt(); c.cam_gain = conf.value("cam_gain", -1).toInt(); c.autocheck_updates = conf.value("autocheck_updates", 1).toBool(); + c.set_env_threads = conf.value("set_env_threads", true).toBool(); + c.env_threads = conf.value("env_threads", 1).toInt(); + c.set_num_threads = conf.value("set_num_threads", true).toBool(); + c.num_threads = conf.value("num_threads", 1).toInt(); + c.set_dynamic = conf.value("set_dynamic", true).toBool(); + c.dynamic = conf.value("dynamic", 0).toInt(); return c; } diff --git a/Client/src/model/Config.h b/Client/src/model/Config.h index 50e4aad..fbcc38a 100644 --- a/Client/src/model/Config.h +++ b/Client/src/model/Config.h @@ -27,6 +27,13 @@ struct ConfigData int cam_exposure; int cam_gain; + bool set_env_threads; + int env_threads; + bool set_num_threads; + int num_threads; + bool set_dynamic; + int dynamic; + std::vector model_names; int selected_model; From ae1198de246f13b92f3a02d07c9b74bd51b9f890 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 3 Jul 2022 00:07:42 -0400 Subject: [PATCH 02/37] some optimizations and jitter reduction OPTIMIZE_Facedata reduces malloc/memcpy from multiple std::string and std::to_string OPTIMIZE_MAFilter uses this->sum as a cache to optimize calculation of the average in MAFilter::filter added float suffix f to float constants to so that they are not double and calculations are not promoted to doubles to reduce conversions. OPTIMIZE_ImageProcessor combines normalize and transpose methods to combine their for loops FIX_logit_boundary_conditions modifies logit to consistently handle boundary conditions (e.g. > 0.99999f but less than 1.0f) fix all automatic type conversion warnings with typecasts so that the conversions are visible since they consume CPU. try to optimize typecast to use float computation but may use double computation in cases required for the target value type or library function parameter. OPTIMIZE_Tracker uses a reference to reduce array indexing OPTIMIZE_PositionSolver reduces the number of double computations by using int64_t computations instead. DEBUG_OUTPUT_FACE_DATA disables output to std::cout. FIX_WARNING_PositionSolver fixes a build warning but the original computation trucates the fractional portion. Was it intentional? --- AITracker/src/PositionSolver.cpp | 38 +++++++++++----- AITracker/src/data.cpp | 14 +++++- AITracker/src/filters.cpp | 48 ++++++++++++++++++-- AITracker/src/filters.h | 5 +- AITracker/src/imageprocessor.cpp | 23 +++++++++- AITracker/src/imageprocessor.h | 9 +++- AITracker/src/model.cpp | 78 ++++++++++++++++++++++---------- 7 files changed, 171 insertions(+), 44 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index 0b73bb1..bc4efa1 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -1,5 +1,6 @@ #include "PositionSolver.h" +#define OPTIMIZE_PositionSolver 1 PositionSolver::PositionSolver( int width, @@ -20,7 +21,7 @@ PositionSolver::PositionSolver( { this->prior_pitch = -1.57; this->prior_yaw = -1.57; - this->prior_distance = prior_distance * -2.; + this->prior_distance = prior_distance * -2.0; this->rv[0] = this->prior_pitch; this->rv[1] = this->prior_yaw; @@ -63,9 +64,9 @@ PositionSolver::PositionSolver( { contour_indices = { 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,27,28,29,30,31,32,33,34,35,36,39,42,45 }; - landmark_points_buffer = cv::Mat(contour_indices.size(), 1, CV_32FC2); + landmark_points_buffer = cv::Mat((int)contour_indices.size(), 1, CV_32FC2); - mat3dcontour = (cv::Mat_(contour_indices.size(), 3) << + mat3dcontour = (cv::Mat_((int)contour_indices.size(), 3) << 0.45517698, -0.30089578, 0.76442945, 0.44899884, -0.16699584, 0.76514298, 0.43743154, -0.02265548, 0.73926717, @@ -102,15 +103,21 @@ PositionSolver::PositionSolver( // https://github.com/opentrack/opentrack/blob/3cc3ef246ad71c463c8952bcc96984b25d85b516/tracker-aruco/ftnoir_tracker_aruco.cpp#L193 // Taking into account the camera FOV instead of assuming raw image dims is more clever and // will make the solver more camera-agnostic. - float diag_fov = fov * TO_RAD; + float diag_fov = (float)(fov * TO_RAD); // Get expressed in sensor-size units + #ifdef OPTIMIZE_PositionSolver + // instead of performing all operations as double, some can be peformed faster as int64_t + double fov_w = 2.0 * atan(tan(diag_fov / 2.0) / sqrt(1.0 + (double)((int64_t)height * height) / (double)((int64_t)width * width))); + double fov_h = 2.0 * atan(tan(diag_fov / 2.0) / sqrt(1.0 + (double)((int64_t)width * width) / (double)((int64_t)height * height))); + #else double fov_w = 2. * atan(tan(diag_fov / 2.) / sqrt(1. + height / (double)width * height / (double)width)); double fov_h = 2. * atan(tan(diag_fov / 2.) / sqrt(1. + width / (double)height * width / (double)height)); + #endif - float i_height = .5 * height / (tan(.5*fov_w)); - float i_width = .5* width / (tan(.5*fov_h)); + float i_height = (float)(0.5f * height / (tan(0.5 * fov_w))); + float i_width = (float)(0.5f * width / (tan(0.5 * fov_h))); /*camera_matrix = (cv::Mat_(3, 3) << height, 0, height / 2, @@ -131,6 +138,7 @@ PositionSolver::PositionSolver( if(complex) std::cout << "Using complex solver" << std::endl; } +#define FIX_WARNING_PositionSolver 1 void PositionSolver::solve_rotation(FaceData* face_data) { int contour_idx = 0; @@ -139,7 +147,11 @@ void PositionSolver::solve_rotation(FaceData* face_data) for (int i = 0; i < contour_indices.size(); i++) { contour_idx = contour_indices[i]; +#ifdef FIX_WARNING_PositionSolver + landmark_points_buffer.at(i, j) = (float)(int)face_data->landmark_coords[2 * contour_idx + j]; // is the (int) typecast intentional to discard fractional value ? +#else landmark_points_buffer.at(i, j) = (int)face_data->landmark_coords[2 * contour_idx + j]; +#endif } } @@ -170,7 +182,9 @@ void PositionSolver::solve_rotation(FaceData* face_data) // We dont want the Z axis oversaturated. face_data->translation[2] /= 100; - std::cout << face_data->to_string() << std::endl; +#ifdef DEBUG_OUTPUT_FACE_DATA + std::cout << face_data->to_string() << std::endl; // disable copy constructor and output to std::cout +#endif correct_rotation(*face_data); @@ -218,12 +232,12 @@ void PositionSolver::get_euler(cv::Mat& rvec, cv::Mat& tvec) void PositionSolver::correct_rotation(FaceData& face_data) { - float distance = -(face_data.translation[2]); - float lateral_offset = face_data.translation[1]; - float verical_offset = face_data.translation[0]; + float distance = (float) -(face_data.translation[2]); + float lateral_offset = (float)face_data.translation[1]; + float verical_offset = (float)face_data.translation[0]; - float correction_yaw = std::atan(std::tan(lateral_offset / distance)) * TO_DEG; - float correction_pitch = std::atan(std::tan(verical_offset / distance)) * TO_DEG; + float correction_yaw = (float)(std::atan(std::tan(lateral_offset / distance)) * TO_DEG); + float correction_pitch = (float)(std::atan(std::tan(verical_offset / distance)) * TO_DEG); face_data.rotation[1] += correction_yaw; face_data.rotation[0] += correction_pitch; diff --git a/AITracker/src/data.cpp b/AITracker/src/data.cpp index b92f58d..55c0af2 100644 --- a/AITracker/src/data.cpp +++ b/AITracker/src/data.cpp @@ -9,9 +9,19 @@ FaceData::FaceData(): face_detected = false; } - +#define OPTIMIZE_Facedata 1 +#ifdef OPTIMIZE_Facedata +#include +#endif std::string FaceData::to_string() { +#ifdef OPTIMIZE_Facedata + char buf[_MAX_PATH]; + snprintf(buf, sizeof(buf), "Pitch %f Yaw %f Roll %f X: %f, Y: %f, Z: %f", + this->rotation[0], this->rotation[1], this->rotation[2], + this->translation[0], this->translation[1], this->translation[2]); + std::string datastring = std::string(buf); // reduce multiple internal malloc/memcpy from std::string +#else std::string datastring = std::string("Pitch ") + std::to_string(this->rotation[0]) + std::string(" Yaw ") + std::to_string(this->rotation[1]) + @@ -22,7 +32,7 @@ std::string FaceData::to_string() std::to_string(this->translation[0]) + ", Y: " + std::to_string(this->translation[1]) + ", Z: " + std::to_string(this->translation[2]) ; - +#endif return datastring; } diff --git a/AITracker/src/filters.cpp b/AITracker/src/filters.cpp index bd6bd5b..d7549c7 100644 --- a/AITracker/src/filters.cpp +++ b/AITracker/src/filters.cpp @@ -2,25 +2,66 @@ #include +#ifdef OPTIMIZE_MAFilter +#include +#endif + MAFilter::MAFilter(int steps, int array_size) { this->n_steps = steps; this->array_size = array_size; - this->idx = 0; + this->idx = 0; // this->idx < this->n_steps - this->circular_buffer = new float[steps * array_size]; + this->circular_buffer = (float *)new float[steps * array_size]; // float[steps][array_size] +#ifdef OPTIMIZE_MAFilter + this->sum = (float *)new float[array_size]; // use this array to cache the sum + for (int i = 0; i < array_size; i++) + this->sum[i] = nanf(""); +#endif } MAFilter::~MAFilter() { delete[] this->circular_buffer; +#ifdef OPTIMIZE_MAFilter + delete[] this->sum; +#endif } void MAFilter::filter(float* in_array, float* out_array) { int offset = this->idx * this->array_size; +#ifdef OPTIMIZE_MAFilter + // equivalent to: + // typedef float (*CIRCULAR_BUFFER_IDX)[this->array_size]; + // typedef float (*CIRCULAR_BUFFER)[this->n_steps][this->array_size]; + float *circular_buffer_idx = &this->circular_buffer[offset]; // CIRCULAR_BUFFER_IDX circular_buffer_idx = &((CIRCULAR_BUFFER)this->circular_buffer)[this->idx][0]; +#endif for (int i = 0; i < this->array_size; i++) { +#ifdef OPTIMIZE_MAFilter + if (isnan(this->sum[i])) + { + // initialize sum + this->sum[i] = in_array[i] * this->n_steps; + // calculate average + out_array[i] = this->sum[i] / this->n_steps; + // initialize empty circular_buffer with new value + for (int j = 0; j < this->n_steps; j++) + { + this->circular_buffer[j * this->array_size + i] = in_array[i]; + } + } + else + { + // Recalculate sum by subtracting old value and adding new value + this->sum[i] = this->sum[i] - circular_buffer_idx[i] + in_array[i]; + // calculate average + out_array[i] = this->sum[i] / this->n_steps; + // Insert current position + circular_buffer_idx[i] = in_array[i]; + } +#else // Insert current position this->circular_buffer[offset + i] = in_array[i]; out_array[i] = 0; @@ -32,6 +73,7 @@ void MAFilter::filter(float* in_array, float* out_array) } out_array[i] /= this->n_steps; +#endif } this->idx = (this->idx + 1) % this->n_steps; @@ -56,7 +98,7 @@ void EAFilter::filter(float* in_array, float* out_array) { for (int i = 0; i < array_size; i++) { - out_array[i] = 0.6 * in_array[i] + 0.4 * this->last_value[i]; + out_array[i] = (0.6f * in_array[i] + 0.4f * this->last_value[i]); this->last_value[i] = in_array[i]; } diff --git a/AITracker/src/filters.h b/AITracker/src/filters.h index a9745b2..573fb8f 100644 --- a/AITracker/src/filters.h +++ b/AITracker/src/filters.h @@ -1,5 +1,6 @@ #pragma once +#define OPTIMIZE_MAFilter 1 class IFilter { @@ -16,7 +17,9 @@ class MAFilter : public IFilter int n_steps; float *circular_buffer; - +#ifdef OPTIMIZE_MAFilter + float *sum; +#endif public: diff --git a/AITracker/src/imageprocessor.cpp b/AITracker/src/imageprocessor.cpp index 03b5137..fed5d48 100644 --- a/AITracker/src/imageprocessor.cpp +++ b/AITracker/src/imageprocessor.cpp @@ -24,7 +24,6 @@ void ImageProcessor::normalize(cv::Mat& image) cv::subtract(image, mean_scaling, image); } - /*void ImageProcessor::cvt_format(float* from, float* dest, int dim_x, int dim_y) { for (int channel = 1; channel < 4; channel++) @@ -80,4 +79,26 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) } } +#ifdef OPTIMIZE_ImageProcessor +void ImageProcessor::normalize_and_transpose(cv::Mat& image, float* dest, int dim_x, int dim_y) +{ + const int stride = dim_x * dim_y; + // combine normalize and transpose methods to reduce for loops + float* from = (float*)image.data; + for (int channel = 0; channel < 3; channel++) + { + float std_scaline_for_channel = (float)std_scaling[channel]; + float mean_scaling_for_channel = (float)mean_scaling[channel]; + + for (int i = 0; i < stride; i++) + { + float& from_reference = from[channel + i * 3]; // use a reference to reduce indexing + from_reference /= std_scaline_for_channel; /* remove internal for for loop of cv::divide(image, std_scaling, image); */ + from_reference -= mean_scaling_for_channel; /* remove internal for for loop of cv::subtract(image, mean_scaling, image); */ + + dest[stride * channel + i] = from_reference; /* transpose */ + } + } +} +#endif \ No newline at end of file diff --git a/AITracker/src/imageprocessor.h b/AITracker/src/imageprocessor.h index a4c0c81..cc3eea6 100644 --- a/AITracker/src/imageprocessor.h +++ b/AITracker/src/imageprocessor.h @@ -2,13 +2,18 @@ #include "opencv.hpp" +#define OPTIMIZE_ImageProcessor 1 + class ImageProcessor { public: ImageProcessor(); void normalize(cv::Mat& image); - void cvt_format(float* from, float* dest, int dim_x = 224, int dim_y=224); - void transpose(float* from, float* dest, int dim_x = 224, int dim_y=224); + void cvt_format(float* from, float* dest, int dim_x = 224, int dim_y = 224); + void transpose(float* from, float* dest, int dim_x = 224, int dim_y = 224); +#ifdef OPTIMIZE_ImageProcessor + void normalize_and_transpose(cv::Mat& image, float* dest, int dim_x = 224, int dim_y = 224); +#endif private: cv::Scalar mean_scaling, std_scaling; diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 1371e34..60c32a6 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -7,6 +7,7 @@ #include +#define OPTIMIZE_Tracker 1 Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detection_model_path, std::wstring& landmark_model_path): improc(), @@ -52,8 +53,8 @@ void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr int height = face_data.face_coords[2] - face_data.face_coords[0]; int width = face_data.face_coords[3] - face_data.face_coords[1]; - float scale_x = (float)width / 224; - float scale_y = (float)height / 224; + float scale_x = (float)width / 224.0f; + float scale_y = (float)height / 224.0f; detect_landmarks(cropped, face_data.face_coords[0], face_data.face_coords[1], scale_x, scale_y, face_data); if (filter != nullptr) @@ -63,8 +64,19 @@ void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr } } +#define FIX_logit_boundary_conditions 1 + float logit(float p) { +#ifdef FIX_logit_boundary_conditions + if (p >= 0.99999f) // prevent divide by zero, with consistent boundary + p = 0.99999f; + else if (p <= 0.0000001f) // prevent log(0), with consistent boundary + p = 0.0000001f; + + p = p / (1.0f - p); + return log(p) / 16.0f; +#else if (p >= 1.0) p = 0.99999; else if (p <= 0.0) @@ -72,14 +84,19 @@ float logit(float p) p = p / (1 - p); return log(p) / 16; +#endif } void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) { cv::Mat resized; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); +#ifdef OPTIMIZE_ImageProcessor + improc.normalize_and_transpose(resized, buffer_data); // combine methods +#else improc.normalize(resized); improc.transpose((float*)resized.data, buffer_data); +#endif Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); @@ -108,25 +125,25 @@ void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) int y = p.y * 4; - face_data.face_detected = c > .7 ? true : false; + face_data.face_detected = c > 0.7f ? true : false; if (face_data.face_detected) { float face[] = { x - r, y - r, 2 * r, 2 * r }; - float width = image.cols; - float height = image.rows; + float width = (float)image.cols; + float height = (float)image.rows; - face[0] *= width / 224; - face[2] *= width / 224; - face[1] *= height / 224; - face[3] *= height / 224; + face[0] *= width / 224.0f; + face[2] *= width / 224.0f; + face[1] *= height / 224.0f; + face[3] *= height / 224.0f; proc_face_detect(face, width, height); - face_data.face_coords[0] = face[0]; - face_data.face_coords[1] = face[1]; - face_data.face_coords[2] = face[2]; - face_data.face_coords[3] = face[3]; + face_data.face_coords[0] = (int)face[0]; + face_data.face_coords[1] = (int)face[1]; + face_data.face_coords[2] = (int)face[2]; + face_data.face_coords[3] = (int)face[3]; } } @@ -137,8 +154,12 @@ void Tracker::detect_landmarks(const cv::Mat& image, int x0, int y0, float scale { cv::Mat resized; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); +#ifdef OPTIMIZE_ImageProcessor + improc.normalize_and_transpose(resized, buffer_data); // combine methods +#else improc.normalize(resized); improc.transpose((float*)resized.data, buffer_data); +#endif Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); @@ -164,10 +185,10 @@ void Tracker::proc_face_detect(float* face, float width, float height) int crop_x2 = (int)(x + w + w * 0.09f); int crop_y2 = (int)(y + h + h * 0.450f); - face[0] = std::max(0, crop_x1); - face[1] = std::max(0, crop_y1); - face[2] = std::min((int)width, crop_x2); - face[3] = std::min((int)height, crop_y2); + face[0] = (float)std::max(0, crop_x1); + face[1] = (float)std::max(0, crop_y1); + face[2] = (float)std::min((int)width, crop_x2); + face[3] = (float)std::min((int)height, crop_y2); } @@ -179,6 +200,17 @@ void Tracker::proc_heatmaps(float* heatmaps, int x0, int y0, float scale_x, floa int offset = heatmap_size * landmark; int argmax = -100; float maxval = -100; +#ifdef OPTIMIZE_Tracker + float* landmark_heatmap = &heatmaps[offset]; // reduce indexing + for (int i = 0; i < heatmap_size; i++) + { + if (landmark_heatmap[i] > maxval) + { + argmax = i; + maxval = landmark_heatmap[i]; + } + } +#else for (int i = 0; i < heatmap_size; i++) { if (heatmaps[offset + i] > maxval) @@ -187,20 +219,20 @@ void Tracker::proc_heatmaps(float* heatmaps, int x0, int y0, float scale_x, floa maxval = heatmaps[offset + i]; } } - +#endif int x = argmax / 28; int y = argmax % 28; - float conf = heatmaps[offset + argmax]; + // float conf = heatmaps[offset + argmax]; unreferenced local variable float res = 223; - int off_x = floor(res * (logit(heatmaps[66 * heatmap_size + offset + argmax])) + 0.1); - int off_y = floor(res * (logit(heatmaps[2 * 66 * heatmap_size + offset + argmax])) + 0.1); + int off_x = (int)floor(res * (logit(heatmaps[66 * heatmap_size + offset + argmax])) + 0.1f); + int off_y = (int)floor(res * (logit(heatmaps[2 * 66 * heatmap_size + offset + argmax])) + 0.1f); - float lm_x = (float)y0 + (float)(scale_x * (res * (float(x) / 27.) + off_x)); - float lm_y = (float)x0 + (float)(scale_y * (res * (float(y) / 27.) + off_y)); + float lm_x = (float)y0 + (float)(scale_x * (res * (float(x) / 27.0f) + off_x)); + float lm_y = (float)x0 + (float)(scale_y * (res * (float(y) / 27.0f) + off_y)); face_data.landmark_coords[2 * landmark] = lm_x; face_data.landmark_coords[2 * landmark + 1] = lm_y; From 730a9d0edcb7b824cc79e487e8fefaed64089d2b Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Fri, 8 Jul 2022 21:42:06 -0400 Subject: [PATCH 03/37] Enable FaceData::to_string() only for debugging Use #ifdef _DEBUG instead of #ifdef DEBUG_OUTPUT_FACE_DATA to enable FaceData::to_string() in Debug Configuration --- AITracker/src/PositionSolver.cpp | 2 +- AITracker/src/data.cpp | 13 +++++-------- 2 files changed, 6 insertions(+), 9 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index bc4efa1..1add467 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -182,7 +182,7 @@ void PositionSolver::solve_rotation(FaceData* face_data) // We dont want the Z axis oversaturated. face_data->translation[2] /= 100; -#ifdef DEBUG_OUTPUT_FACE_DATA +#ifdef _DEBUG std::cout << face_data->to_string() << std::endl; // disable copy constructor and output to std::cout #endif diff --git a/AITracker/src/data.cpp b/AITracker/src/data.cpp index 55c0af2..98b3a99 100644 --- a/AITracker/src/data.cpp +++ b/AITracker/src/data.cpp @@ -15,13 +15,7 @@ FaceData::FaceData(): #endif std::string FaceData::to_string() { -#ifdef OPTIMIZE_Facedata - char buf[_MAX_PATH]; - snprintf(buf, sizeof(buf), "Pitch %f Yaw %f Roll %f X: %f, Y: %f, Z: %f", - this->rotation[0], this->rotation[1], this->rotation[2], - this->translation[0], this->translation[1], this->translation[2]); - std::string datastring = std::string(buf); // reduce multiple internal malloc/memcpy from std::string -#else +#ifdef _DEBUG std::string datastring = std::string("Pitch ") + std::to_string(this->rotation[0]) + std::string(" Yaw ") + std::to_string(this->rotation[1]) + @@ -31,7 +25,10 @@ std::string FaceData::to_string() std::string(" X: ") + std::to_string(this->translation[0]) + ", Y: " + std::to_string(this->translation[1]) + ", Z: " + - std::to_string(this->translation[2]) ; + std::to_string(this->translation[2]); +#else + // disabled for performance + std::string datastring = std::string("to_string() disabled"); #endif return datastring; } From b1e100a98c727864f795daa25ccbf94ee3de408e Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Fri, 8 Jul 2022 21:46:41 -0400 Subject: [PATCH 04/37] fix boundary conditions using consistent resolution from boundaries fix boundary consistent conditions in logit() by using consistent resolution 10^-7 from boundaries 1.0 and 0.0 --- AITracker/src/model.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 60c32a6..71eab51 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -69,9 +69,9 @@ void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr float logit(float p) { #ifdef FIX_logit_boundary_conditions - if (p >= 0.99999f) // prevent divide by zero, with consistent boundary - p = 0.99999f; - else if (p <= 0.0000001f) // prevent log(0), with consistent boundary + if (p >= 0.9999999f) // prevent divide by zero, with consistent boundary and resolution + p = 0.9999999f; + else if (p <= 0.0000001f) // prevent log(0), with consistent boundary and resolution p = 0.0000001f; p = p / (1.0f - p); From 40d1c31f9357154b1f37e7dde0e79311d9cc6223 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 10 Jul 2022 15:12:40 -0400 Subject: [PATCH 05/37] Fix initialization of camera_matrix using fov (field of view) swap x_scale and y_scale in head3dScale since first row of transform involves pitch while 2nd row involves yaw. simplify calculation of focalLength_width and focalLength_height for camera_matrix using known values of field of view, width and height. We can calculate the diagonal of the triangle. From the diagnoal, we can calculate the field of view for the width and height since they are the same ratio as the width and height as the diagonal.. From the field of view for width and height, we can calculate the focal length for the width and height since . Note that focalLength_width is derived from fov_w which is derived from width. focalLength_height is derived from fov_h which is derived from height. Since the first row involves pitch, it is intialized with focalLength_height and height/2. The 2nd row involves yaw, so it is initialized with focalLength_width and width/2. note the solvePnP API documentation indicates the first row involves x-axis and yaw while the 2nd row involves the y-axis and pitch indicates the implementation in PositionSolver swapped them --- AITracker/src/PositionSolver.cpp | 41 +++++++++++++++++++++++++------- 1 file changed, 33 insertions(+), 8 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index 1add467..c3edec5 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -28,11 +28,19 @@ PositionSolver::PositionSolver( this->rv[2] = -1.57; this->tv[2] = this->prior_distance; +#ifdef OPTIMIZE_PositionSolver + head3dScale = (cv::Mat_(3, 3) << + y_scale, 0.0, 0, // pitch is rv[0], pitch involves y-axis + 0.0, x_scale, 0, // yaw is rv[1], yaw involves x-axis + 0.0, 0.0, z_scale + ); +#else head3dScale = (cv::Mat_(3, 3) << x_scale, 0.0, 0, 0.0, y_scale, 0, 0.0, 0.0, z_scale - ); + ); +#endif this->complex = complex; @@ -107,14 +115,27 @@ PositionSolver::PositionSolver( // Get expressed in sensor-size units - #ifdef OPTIMIZE_PositionSolver - // instead of performing all operations as double, some can be peformed faster as int64_t - double fov_w = 2.0 * atan(tan(diag_fov / 2.0) / sqrt(1.0 + (double)((int64_t)height * height) / (double)((int64_t)width * width))); - double fov_h = 2.0 * atan(tan(diag_fov / 2.0) / sqrt(1.0 + (double)((int64_t)width * width) / (double)((int64_t)height * height))); - #else + #ifdef OPTIMIZE_PositionSolver + double width_squared = (double)width * width; + double height_squared = (double)height * height; + double diagonal_squared = width_squared + height_squared; + double diagonal = sqrt(diagonal_squared); // hypotenuse of triangle + + double fov_w = (double)diag_fov * width / diagonal; + double fov_h = (double)diag_fov * height / diagonal; + + double focalLength_width = 0.5 * width / tan(0.5 * fov_w); + double focalLength_height = 0.5 * height / tan(0.5 * fov_h); + + camera_matrix = (cv::Mat_(3, 3) << + focalLength_height, 0, height / 2, + 0, focalLength_width, width / 2, + 0, 0, 1 + ); + + #else double fov_w = 2. * atan(tan(diag_fov / 2.) / sqrt(1. + height / (double)width * height / (double)width)); double fov_h = 2. * atan(tan(diag_fov / 2.) / sqrt(1. + width / (double)height * width / (double)height)); - #endif float i_height = (float)(0.5f * height / (tan(0.5 * fov_w))); float i_width = (float)(0.5f * width / (tan(0.5 * fov_h))); @@ -129,7 +150,11 @@ PositionSolver::PositionSolver( i_width, 0, height / 2, 0, i_height, width / 2, 0, 0, 1 - ); + ); + + #endif + + camera_distortion = (cv::Mat_(4, 1) << 0, 0, 0, 0); From 57dc8204e87c9aa47b41b5e42c33e8c15643747b Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Mon, 11 Jul 2022 21:54:39 -0400 Subject: [PATCH 06/37] Fix yaw and pitch jitter at yaw and pitch boundary conditions In correct_rotation, atan is the inverse function of tan canceling each other. Note that lateral_offset/distance and vertical_offset/distance are already tangent ratios which require atan to obtain the angle in radians which is then multiplied by TO_DEG to obtain degrees. After the corrections for yaw and pitch are added to the face_data rotations, we need to limit the result to +/-90.degrees since larger magnitudes are equivalent to facing away from the camera. This fixes the large jitter in yaw and pitch at yaw and pitch boundary conditions (+/- 90deg). --- AITracker/src/PositionSolver.cpp | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index c3edec5..a31751a 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -261,10 +261,28 @@ void PositionSolver::correct_rotation(FaceData& face_data) float lateral_offset = (float)face_data.translation[1]; float verical_offset = (float)face_data.translation[0]; +#ifdef OPTIMIZE_PositionSolver + float correction_yaw = (float)(std::atan(lateral_offset / distance) * TO_DEG); // (lateral_offset / distance) is already tangent, so only need atan to obtain radians + float correction_pitch = (float)(std::atan(verical_offset / distance) * TO_DEG); // (verical_offset / distance) is already tangent, so only need atan to obtain radians +#else float correction_yaw = (float)(std::atan(std::tan(lateral_offset / distance)) * TO_DEG); float correction_pitch = (float)(std::atan(std::tan(verical_offset / distance)) * TO_DEG); +#endif face_data.rotation[1] += correction_yaw; face_data.rotation[0] += correction_pitch; + +#ifdef OPTIMIZE_PositionSolver + // Limit yaw between -90.0 and +90.0 degrees after correction + if (face_data.rotation[1] >= 90.0) + face_data.rotation[1] = 90.0; + else if (face_data.rotation[1] <= -90.0) + face_data.rotation[1] = -90.0; + // Limit pitch between -90.0 and +90.0 degrees after correction + if (face_data.rotation[0] >= 90.0) + face_data.rotation[0] = 90.0; + else if (face_data.rotation[0] <= -90.0) + face_data.rotation[0] = -90.0; +#endif } From 8544573655b56d27c5cf1aa52ea4fa55f33a7cae Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Wed, 13 Jul 2022 01:00:01 -0400 Subject: [PATCH 07/37] add comments regarding scaling of coordinates to opentrack axis units add comments indicating translation to opentrack units of centimeters reduce scale of z-axis since opentrack has axis limitation of approximately +/-600 cm according to the maximum range of its gui. --- AITracker/src/PositionSolver.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index a31751a..8533656 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -201,10 +201,10 @@ void PositionSolver::solve_rotation(FaceData* face_data) for (int i = 0; i < 3; i++) { face_data->rotation[i] = rvec.at(i, 0); - face_data->translation[i] = tvec.at(i, 0) * 10; + face_data->translation[i] = tvec.at(i, 0) * 10; // scale solvePnP coordinates to opentrack units in centimeters } - // We dont want the Z axis oversaturated. + // We dont want the Z axis oversaturated since opentrack has +/-600 centimeter range face_data->translation[2] /= 100; #ifdef _DEBUG From 6c6d3971f4f33dc4ef9570ff85f2d65cd2e0646b Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Thu, 14 Jul 2022 00:09:43 -0400 Subject: [PATCH 08/37] handle case where FOV is not set handle case where FOV is not set where fov will be interpreted as 0.0. Then we will default focalLength_width = width and focalLength_height = height. Also provide comments for deriving the different field of views and the focal lengths which are just scaling factors in their direction.. --- AITracker/src/PositionSolver.cpp | 20 +++++++++++++++----- 1 file changed, 15 insertions(+), 5 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index 8533656..845676f 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -116,17 +116,27 @@ PositionSolver::PositionSolver( // Get expressed in sensor-size units #ifdef OPTIMIZE_PositionSolver + // field of view is a rectangular viewport with corners on a circular lens + // the diagonal of the rectangle can be expressed as the angular field of view or pixels + // the width of the rectangle can be expressed as either the field of view width or width in pixels + // the height of the rectangle can be expressed as either the field of view height or height in pixes double width_squared = (double)width * width; double height_squared = (double)height * height; double diagonal_squared = width_squared + height_squared; double diagonal = sqrt(diagonal_squared); // hypotenuse of triangle - double fov_w = (double)diag_fov * width / diagonal; - double fov_h = (double)diag_fov * height / diagonal; - - double focalLength_width = 0.5 * width / tan(0.5 * fov_w); - double focalLength_height = 0.5 * height / tan(0.5 * fov_h); + // set default focalLength for width and heigh if field of view is not set + double focalLength_width = width; + double focalLength_height = height; + if (fov != 0.0) + { + double fov_w = (double)diag_fov * width / diagonal; + double fov_h = (double)diag_fov * height / diagonal; + focalLength_width = 0.5 * width / tan(0.5 * fov_w); + focalLength_height = 0.5 * height / tan(0.5 * fov_h); + } + camera_matrix = (cv::Mat_(3, 3) << focalLength_height, 0, height / 2, 0, focalLength_width, width / 2, From 9bce9442763bb82aa9ba96f0e8d6754c92dad511 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Tue, 19 Jul 2022 22:34:32 -0400 Subject: [PATCH 09/37] Configure Ort for parallel processing set Ort session options SetInterOpNumThreads and SetIntraOpNumThreads to 0 instead of 1(single thread) to allocate an optimal threadpool equal to number CPU's. --- AITracker/src/model.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 71eab51..04318a4 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -22,8 +22,8 @@ Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detecti auto session_options = Ort::SessionOptions(); session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); - session_options.SetInterOpNumThreads(1); - session_options.SetIntraOpNumThreads(1); + session_options.SetInterOpNumThreads(0); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count + session_options.SetIntraOpNumThreads(0); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count enviro->DisableTelemetryEvents(); From 5b90c2f446267c16fd7f7372ef0bd8848dd9985a Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 24 Jul 2022 23:52:35 -0400 Subject: [PATCH 10/37] parallel optimization and inline optimization explicitly set execution mode to ExecutionMode::ORT_PARALLEL. declare function logit inline --- AITracker/src/model.cpp | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 04318a4..663efff 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -24,6 +24,8 @@ Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detecti session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); session_options.SetInterOpNumThreads(0); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count session_options.SetIntraOpNumThreads(0); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count + session_options.SetExecutionMode(ExecutionMode::ORT_PARALLEL); + enviro->DisableTelemetryEvents(); @@ -66,7 +68,7 @@ void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr #define FIX_logit_boundary_conditions 1 -float logit(float p) +float inline logit(float p) { #ifdef FIX_logit_boundary_conditions if (p >= 0.9999999f) // prevent divide by zero, with consistent boundary and resolution From eefb0b6e4df2e42e60dbb8a70437e13134d3273a Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 24 Jul 2022 23:57:30 -0400 Subject: [PATCH 11/37] compensate for pitch insensitivity the face tracking appears more insensitive depending on lighting and when the camera is placed above a tv/monitor and seems to saturate at 20 degrees. to compensate, the pitch is scaled by 1.5 so that 20degrees becomes 30 degrees which is the largest ergonomic angle recommended for tilting the head back --- AITracker/src/PositionSolver.cpp | 3 +++ 1 file changed, 3 insertions(+) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index 845676f..a22b6b7 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -282,6 +282,9 @@ void PositionSolver::correct_rotation(FaceData& face_data) face_data.rotation[1] += correction_yaw; face_data.rotation[0] += correction_pitch; + face_data.rotation[0] = face_data.rotation[0] * 1.5; // compensate for insensitive negative pitch (upwards) which saturates just above -20deg with camera placed above monitor + + #ifdef OPTIMIZE_PositionSolver // Limit yaw between -90.0 and +90.0 degrees after correction if (face_data.rotation[1] >= 90.0) From b819c9ad5b8b6b1a3203f3cfcd4492e7608f4c73 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Mon, 25 Jul 2022 00:07:26 -0400 Subject: [PATCH 12/37] Fix init bug and some optimization the ARRAY_SIZE is used for processing the array elements in a loop: #define ARRAY_SIZE(_A) (sizeof(_A) / sizeof((_A)[0])) However if a comma exists after the last element, there will be an extra row to the array containing all zeroes. Declared some functions inline to improve performance since the are invoked within loops. In ov534_reg_write, no need to copy the parameter val to a buffer before passing a pointer to libusb_control_transfer since the function is invoked repeatedly --- PS3Driver/src/ps3eye.cpp | 43 ++++++++++++++++++++++++++-------------- 1 file changed, 28 insertions(+), 15 deletions(-) diff --git a/PS3Driver/src/ps3eye.cpp b/PS3Driver/src/ps3eye.cpp index f661c92..552453a 100644 --- a/PS3Driver/src/ps3eye.cpp +++ b/PS3Driver/src/ps3eye.cpp @@ -189,7 +189,7 @@ static const uint8_t ov772x_reg_initdata[][2] = { { 0x11, 0x00 }, { 0x0D, 0x41 }, - { 0x8E, 0x00 }, // De-noise threshold - jfrancois 0x00 - orig 0x04 + { 0x8E, 0x00 } // De-noise threshold - jfrancois 0x00 - orig 0x04 }; static const uint8_t bridge_start_vga[][2] = { @@ -201,7 +201,7 @@ static const uint8_t bridge_start_vga[][2] = { {0x1d, 0x2C}, /* frame size */ {0x1d, 0x00}, /* frame size */ {0xc0, 0x50}, - {0xc1, 0x3c}, + {0xc1, 0x3c} }; static const uint8_t sensor_start_vga[][2] = { {0x12, 0x01}, @@ -211,7 +211,7 @@ static const uint8_t sensor_start_vga[][2] = { {0x1a, 0xf0}, {0x29, 0xa0}, {0x2c, 0xf0}, - {0x65, 0x20}, + {0x65, 0x20} }; static const uint8_t bridge_start_qvga[][2] = { {0x1c, 0x00}, @@ -222,7 +222,7 @@ static const uint8_t bridge_start_qvga[][2] = { {0x1d, 0x4b}, /* frame size */ {0x1d, 0x00}, /* frame size */ {0xc0, 0x28}, - {0xc1, 0x1e}, + {0xc1, 0x1e} }; static const uint8_t sensor_start_qvga[][2] = { {0x12, 0x41}, @@ -232,7 +232,7 @@ static const uint8_t sensor_start_qvga[][2] = { {0x1a, 0x78}, {0x29, 0x50}, {0x2c, 0x78}, - {0x65, 0x2f}, + {0x65, 0x2f} }; /* Values for bmHeaderInfo (Video and Still Image Payload Headers, 2.4.3.3) */ @@ -812,10 +812,12 @@ class URBDesc USBMgr::instance()->cameraStopped(); - free(transfer_buffer); + if (transfer_buffer) + free(transfer_buffer); transfer_buffer = NULL; - delete frame_queue; + if (frame_queue) + delete frame_queue; frame_queue = NULL; } @@ -826,7 +828,7 @@ class URBDesc num_active_transfers_condition.notify_one(); } - void frame_add(enum gspca_packet_type packet_type, const uint8_t *data, int len) + void inline frame_add(enum gspca_packet_type packet_type, const uint8_t *data, int len) { if (packet_type == FIRST_PACKET) { @@ -1312,7 +1314,7 @@ uint16_t PS3EYECam::ov534_set_frame_rate(uint16_t frame_rate, bool dry_run) {8, 0x02, 0x01, 0x02}, {5, 0x04, 0x01, 0x02}, {3, 0x06, 0x01, 0x02}, - {2, 0x09, 0x01, 0x02}, + {2, 0x09, 0x01, 0x02} }; static const struct rate_s rate_1[] = { /* 320x240 */ {290, 0x00, 0xc1, 0x04}, @@ -1336,7 +1338,7 @@ uint16_t PS3EYECam::ov534_set_frame_rate(uint16_t frame_rate, bool dry_run) {7, 0x04, 0x01, 0x04}, {5, 0x06, 0x01, 0x04}, {3, 0x09, 0x01, 0x04}, - {2, 0x18, 0x01, 0x02}, + {2, 0x18, 0x01, 0x02} }; if (frame_width == 640) { @@ -1362,11 +1364,21 @@ uint16_t PS3EYECam::ov534_set_frame_rate(uint16_t frame_rate, bool dry_run) return r->fps; } -void PS3EYECam::ov534_reg_write(uint16_t reg, uint8_t val) +#define OPTIMIZE_ov534_reg_write 1 +void inline PS3EYECam::ov534_reg_write(uint16_t reg, uint8_t val) { int ret; //debug("reg=0x%04x, val=0%02x", reg, val); +#ifdef OPTIMIZE_ov534_reg_write + // usb_buf[0] = val; + + ret = libusb_control_transfer(handle_, + LIBUSB_ENDPOINT_OUT | + LIBUSB_REQUEST_TYPE_VENDOR | LIBUSB_RECIPIENT_DEVICE, + 0x01, 0x00, reg, + &val, 1, 500); +#else usb_buf[0] = val; ret = libusb_control_transfer(handle_, @@ -1374,12 +1386,13 @@ void PS3EYECam::ov534_reg_write(uint16_t reg, uint8_t val) LIBUSB_REQUEST_TYPE_VENDOR | LIBUSB_RECIPIENT_DEVICE, 0x01, 0x00, reg, usb_buf, 1, 500); +#endif if (ret < 0) { debug("write failed\n"); } } -uint8_t PS3EYECam::ov534_reg_read(uint16_t reg) +uint8_t inline PS3EYECam::ov534_reg_read(uint16_t reg) { int ret; @@ -1396,7 +1409,7 @@ uint8_t PS3EYECam::ov534_reg_read(uint16_t reg) return usb_buf[0]; } -int PS3EYECam::sccb_check_status() +int inline PS3EYECam::sccb_check_status() { uint8_t data; int i; @@ -1419,7 +1432,7 @@ int PS3EYECam::sccb_check_status() return 0; } -void PS3EYECam::sccb_reg_write(uint8_t reg, uint8_t val) +void inline PS3EYECam::sccb_reg_write(uint8_t reg, uint8_t val) { //debug("reg: 0x%02x, val: 0x%02x", reg, val); ov534_reg_write(OV534_REG_SUBADDR, reg); @@ -1432,7 +1445,7 @@ void PS3EYECam::sccb_reg_write(uint8_t reg, uint8_t val) } -uint8_t PS3EYECam::sccb_reg_read(uint16_t reg) +uint8_t inline PS3EYECam::sccb_reg_read(uint16_t reg) { ov534_reg_write(OV534_REG_SUBADDR, (uint8_t)reg); ov534_reg_write(OV534_REG_OPERATION, OV534_OP_WRITE_2); From c968cc40743c531f163be02fcc230fce0111c35a Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Mon, 25 Jul 2022 00:15:25 -0400 Subject: [PATCH 13/37] Add future IPv6 support, currently disabled #ifdef UDPSENDER_SUPPORT_IPv6 adds future IPv6 support, currently disabled. I can currently compile the files in a separate project but cannot build the AItrack executable to test this. --- Client/src/model/UDPSender.cpp | 42 ++++++++++++++++++++++++++++++++-- Client/src/model/UDPSender.h | 16 +++++++++++++ 2 files changed, 56 insertions(+), 2 deletions(-) diff --git a/Client/src/model/UDPSender.cpp b/Client/src/model/UDPSender.cpp index 6798495..980fb78 100644 --- a/Client/src/model/UDPSender.cpp +++ b/Client/src/model/UDPSender.cpp @@ -4,16 +4,53 @@ UDPSender::UDPSender(const char* dest_ip, int dest_port) { - this->ip = std::string(dest_ip); this->port = dest_port; //std::cout << "ip: " << this->ip << " port: " << this->port << std::endl; + WSAStartup(MAKEWORD(2, 2), &data); + +#ifdef UDPSENDER_SUPPORT_IPv6 + memset(&dest_IPv6, 0, sizeof(dest_IPv6)); + memset(&local_IPv6, 0, sizeof(local_IPv6)); + + dest_IPv6.sin6_port = htons(dest_port); + if (dest_IPv6.sin6_port == 0) + dest_IPv6.sin6_port = htons(4242); + + if (inet_pton(AF_INET6, dest_ip, &dest_IPv6.sin6_addr) == 1) + { + // valid IPv6 address + dest_IPv6.sin6_family = AF_INET6; + local_IPv6.sin6_family = AF_INET6; + local_IPv6.sin6_addr = IN6ADDR_ANY_INIT; + bind(s, (sockaddr*)&local_IPv6, sizeof(local_IPv6)); + } + else if (inet_pton(AF_INET, dest_ip, &dest.sin_addr) == 1) + { + // valid IPv4 address + dest.sin_family = AF_INET; + local.sin_family = AF_INET; + local.sin_addr.S_un.S_addr = INADDR_ANY; + bind(s, (sockaddr*)&local, sizeof(local)); + } + else + { + // invalid address, default to IPv4 LOOPBACK + dest.sin_family = AF_INET; + dest.sin_addr.S_un.S_addr = INADDR_LOOPBACK; + local.sin_family = AF_INET; + local.sin_addr.S_un.S_addr = INADDR_ANY; + bind(s, (sockaddr*)&local, sizeof(local)); + } +#else dest = sockaddr_in(); local = sockaddr_in(); - WSAStartup(MAKEWORD(2, 2), &data); + dest.sin_family = AF_INET; + inet_pton(AF_INET, dest_ip, &dest.sin_addr.s_addr); + dest.sin_port = htons(dest_port); local.sin_family = AF_INET; inet_pton(AF_INET, dest_ip, &local.sin_addr.s_addr); @@ -25,6 +62,7 @@ UDPSender::UDPSender(const char* dest_ip, int dest_port) s = socket(AF_INET, SOCK_DGRAM, IPPROTO_UDP); bind(s, (sockaddr*)&local, sizeof(local)); +#endif } UDPSender::~UDPSender() diff --git a/Client/src/model/UDPSender.h b/Client/src/model/UDPSender.h index d46b4aa..836926d 100644 --- a/Client/src/model/UDPSender.h +++ b/Client/src/model/UDPSender.h @@ -2,9 +2,12 @@ #include #include +#include #include +#define UDPSENDER_SUPPORT_IPv6 1 + /** Data sender to Opentrack using UDP */ @@ -14,8 +17,21 @@ class UDPSender const int BUFFER_SIZE = sizeof(double) * 6; double position_data[6]; +#ifdef UDPSENDER_SUPPORT_IPv6 + union + { + sockaddr_in dest; + sockaddr_in6 dest_IPv6; + }; + union + { + sockaddr_in local; + sockaddr_in6 local_IPv6; + }; +#else sockaddr_in dest; sockaddr_in local; +#endif WSAData data; SOCKET s; From 9d5733b47f49ebd422651c377ae8a7f72ffd4ac3 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Mon, 25 Jul 2022 00:31:05 -0400 Subject: [PATCH 14/37] setting some IP/port defaults for most likely use case When IP address and port are not set, set the defaults to 127.0.0.1 (loopback) and port 4242, the most likely use case of opentrack on the local computer --- Client/src/view/ConfigWindow.cpp | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/Client/src/view/ConfigWindow.cpp b/Client/src/view/ConfigWindow.cpp index d06240a..bb6b273 100644 --- a/Client/src/view/ConfigWindow.cpp +++ b/Client/src/view/ConfigWindow.cpp @@ -1,4 +1,5 @@ #include "ConfigWindow.h" +#include ConfigWindow::ConfigWindow(IRootView *prev_window, QWidget *parent) : QWidget(parent) @@ -77,6 +78,11 @@ ConfigData ConfigWindow::get_inputs() conf.autocheck_updates = check_auto_update->isChecked(); conf.tracking_shortcut_enabled = check_enable_tracking_shortcut->isChecked(); + if (conf.ip.length() == 0) + conf.ip = std::string("127.0.0.1"); /* default to loopback IPv4 on same computer */ + if (conf.port == 0) + conf.port = 4242; /* default to opentrack port */ + return conf; } From 623fbee17a137f19fed31a2b8c19e5311c14b656 Mon Sep 17 00:00:00 2001 From: AIR Date: Sat, 30 Jul 2022 10:41:35 +0200 Subject: [PATCH 15/37] Rename ONNX specific config fields for clarity --- Client/src/Main.cpp | 12 ++++++------ Client/src/model/Config.cpp | 38 ++++++++++++++++++------------------- Client/src/model/Config.h | 12 ++++++------ 3 files changed, 30 insertions(+), 32 deletions(-) diff --git a/Client/src/Main.cpp b/Client/src/Main.cpp index 3f63376..3d9111f 100644 --- a/Client/src/Main.cpp +++ b/Client/src/Main.cpp @@ -45,15 +45,15 @@ int main(int argc, char *argv[]) logger->info("Created/Found prefs.ini"); auto state = conf_mgr->getConfig(); - if (state.set_env_threads) { - std::wstring ws = std::to_wstring(state.env_threads); + if (state.onnx_set_env_threads) { + std::wstring ws = std::to_wstring(state.onnx_env_threads); SetEnvironmentVariable(LPWSTR(L"OMP_NUM_THREADS"), ws.c_str()); } - if (state.set_num_threads) { - omp_set_num_threads(state.num_threads); + if (state.onnx_set_num_threads) { + omp_set_num_threads(state.onnx_num_threads); } - if (state.set_dynamic) { - omp_set_dynamic(state.dynamic); + if (state.onnx_set_dynamic) { + omp_set_dynamic(state.onnx_dynamic); } QApplication app(argc, argv); diff --git a/Client/src/model/Config.cpp b/Client/src/model/Config.cpp index 25b3512..dc90db1 100644 --- a/Client/src/model/Config.cpp +++ b/Client/src/model/Config.cpp @@ -24,12 +24,12 @@ ConfigData ConfigData::getGenericConfig() conf.x, conf.y, conf.z, conf.pitch, conf.yaw, conf.roll = 0; conf.cam_exposure = -1; conf.cam_gain = -1; - conf.set_env_threads = true; - conf.env_threads = 1; - conf.set_num_threads = true; - conf.num_threads = 1; - conf.set_dynamic = true; - conf.dynamic = 0; + conf.onnx_set_env_threads = true; + conf.onnx_env_threads = 1; + conf.onnx_set_num_threads = true; + conf.onnx_num_threads = 1; + conf.onnx_set_dynamic = true; + conf.onnx_dynamic = 0; conf.head_scale_x = 1.0; conf.head_scale_y = 1.0; conf.head_scale_z = 1.0; @@ -67,12 +67,12 @@ void ConfigMgr::updateConfig(const ConfigData& data) conf.setValue("selected_camera", data.selected_camera); conf.setValue("autocheck_updates", data.autocheck_updates); - conf.setValue("set_env_threads", data.set_env_threads); - conf.setValue("env_threads", data.env_threads); - conf.setValue("set_num_threads", data.set_num_threads); - conf.setValue("num_threads", data.num_threads); - conf.setValue("set_dynamic", data.set_dynamic); - conf.setValue("dynamic", data.dynamic); + conf.setValue("onnx_set_env_threads", data.onnx_set_env_threads); + conf.setValue("onnx_env_threads", data.onnx_env_threads); + conf.setValue("onnx_set_num_threads", data.onnx_set_num_threads); + conf.setValue("onnx_num_threads", data.onnx_num_threads); + conf.setValue("onnx_set_dynamic", data.onnx_set_dynamic); + conf.setValue("onnx_dynamic", data.onnx_dynamic); conf.setValue("head_3d_scale_x", data.head_scale_x); conf.setValue("head_3d_scale_y", data.head_scale_y); @@ -98,14 +98,12 @@ ConfigData ConfigMgr::getConfig() c.cam_exposure= conf.value("cam_exposure", -1).toInt(); c.cam_gain = conf.value("cam_gain", -1).toInt(); c.autocheck_updates = conf.value("autocheck_updates", 1).toBool(); - - c.set_env_threads = conf.value("set_env_threads", true).toBool(); - c.env_threads = conf.value("env_threads", 1).toInt(); - c.set_num_threads = conf.value("set_num_threads", true).toBool(); - c.num_threads = conf.value("num_threads", 1).toInt(); - c.set_dynamic = conf.value("set_dynamic", true).toBool(); - c.dynamic = conf.value("dynamic", 0).toInt(); - + c.onnx_set_env_threads = conf.value("set_env_threads", true).toBool(); + c.onnx_env_threads = conf.value("env_threads", 1).toInt(); + c.onnx_set_num_threads = conf.value("set_num_threads", true).toBool(); + c.onnx_num_threads = conf.value("num_threads", 1).toInt(); + c.onnx_set_dynamic = conf.value("set_dynamic", true).toBool(); + c.onnx_dynamic = conf.value("dynamic", 0).toInt(); c.head_scale_x = conf.value("head_3d_scale_x", 1.0).toDouble(); c.head_scale_y = conf.value("head_3d_scale_y", 1.0).toDouble(); c.head_scale_z = conf.value("head_3d_scale_z", 1.0).toDouble(); diff --git a/Client/src/model/Config.h b/Client/src/model/Config.h index 3343c13..1a2f279 100644 --- a/Client/src/model/Config.h +++ b/Client/src/model/Config.h @@ -30,12 +30,12 @@ struct ConfigData int cam_exposure; int cam_gain; - bool set_env_threads; - int env_threads; - bool set_num_threads; - int num_threads; - bool set_dynamic; - int dynamic; + bool onnx_set_env_threads; + int onnx_env_threads; + bool onnx_set_num_threads; + int onnx_num_threads; + bool onnx_set_dynamic; + int onnx_dynamic; std::vector model_names; int selected_model; From c9741a3b6205dfd3406fc78451b7d40bc32ddcdd Mon Sep 17 00:00:00 2001 From: AIR Date: Sat, 30 Jul 2022 10:43:24 +0200 Subject: [PATCH 16/37] Set default 30fps as most cameras support that value. -1 bothers more. --- Client/src/model/Config.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Client/src/model/Config.cpp b/Client/src/model/Config.cpp index dc90db1..dd72360 100644 --- a/Client/src/model/Config.cpp +++ b/Client/src/model/Config.cpp @@ -17,7 +17,7 @@ ConfigData ConfigData::getGenericConfig() conf.num_cameras_detected = 0; conf.video_width = -1; conf.video_height = -1; - conf.video_fps = -1; + conf.video_fps = 30; conf.use_landmark_stab = true; conf.autocheck_updates = true; conf.tracking_shortcut_enabled = false; From 34eeb321dd7ecdcfd7035e90a330a7ac620d9a4c Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 31 Jul 2022 21:41:37 -0400 Subject: [PATCH 17/37] Optimize ImageProcessor::transpose Optimize ImageProcessor::transpose by reducing multiple levels of indirection in nested for loops. --- AITracker/AITracker.vcxproj | 12 ++++++------ AITracker/src/imageprocessor.cpp | 12 ++++++++++++ Client/Client.vcxproj | 8 +++++--- PS3Driver/PS3Driver.vcxproj | 14 +++++++------- 4 files changed, 30 insertions(+), 16 deletions(-) diff --git a/AITracker/AITracker.vcxproj b/AITracker/AITracker.vcxproj index c2efa05..78306ac 100644 --- a/AITracker/AITracker.vcxproj +++ b/AITracker/AITracker.vcxproj @@ -36,40 +36,40 @@ Application true - v142 + v143 Unicode Application false - v142 + v143 true Unicode Application false - v142 + v143 true Unicode StaticLibrary true - v142 + v143 Unicode StaticLibrary false - v142 + v143 true Unicode StaticLibrary false - v142 + v143 true Unicode diff --git a/AITracker/src/imageprocessor.cpp b/AITracker/src/imageprocessor.cpp index fed5d48..1f52f96 100644 --- a/AITracker/src/imageprocessor.cpp +++ b/AITracker/src/imageprocessor.cpp @@ -70,6 +70,17 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) { int stride = dim_x * dim_y; +#ifdef OPTIMIZE_ImageProcessor + for (int c = 0; c < 3; c++) + { + float * from_by_channel = &from[c]; + float * dest_by_channel = &dest[stride * c]; + for (int i = 0; i < stride; i++) + { + dest_by_channel[i] = from_by_channel[i*3]; + } + } +#else for (int c = 0; c < 3; c++) { for (int i = 0; i < dim_x * dim_y; i++) @@ -77,6 +88,7 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) dest[i + stride*c] = from[c + i*3]; } } +#endif } #ifdef OPTIMIZE_ImageProcessor diff --git a/Client/Client.vcxproj b/Client/Client.vcxproj index 5bb37b0..bd1f0b8 100644 --- a/Client/Client.vcxproj +++ b/Client/Client.vcxproj @@ -25,18 +25,18 @@ Application - v142 + v143 Unicode Application - v142 + v143 Unicode true Application - v142 + v143 Unicode true @@ -133,6 +133,8 @@ $(DefaultQtVersion) core;uitools;widgets;quick release + $(QTDIR)\include + $(QTDIR)\lib;$(QtLibrarySearchPath) diff --git a/PS3Driver/PS3Driver.vcxproj b/PS3Driver/PS3Driver.vcxproj index 11c99a5..4e0a489 100644 --- a/PS3Driver/PS3Driver.vcxproj +++ b/PS3Driver/PS3Driver.vcxproj @@ -36,40 +36,40 @@ Application true - v142 + v143 Unicode Application false - v142 + v143 true Unicode Application false - v142 + v143 true Unicode StaticLibrary true - v142 + v143 Unicode StaticLibrary false - v142 + v143 true Unicode StaticLibrary false - v142 + v143 true Unicode @@ -119,7 +119,7 @@ - Level3 + Level4 true true true From 3f06b79c87c9aa8cd32070d4b3b791afc47bef7c Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 31 Jul 2022 21:41:53 -0400 Subject: [PATCH 18/37] Revert "Optimize ImageProcessor::transpose" This reverts commit 34eeb321dd7ecdcfd7035e90a330a7ac620d9a4c. --- AITracker/AITracker.vcxproj | 12 ++++++------ AITracker/src/imageprocessor.cpp | 12 ------------ Client/Client.vcxproj | 8 +++----- PS3Driver/PS3Driver.vcxproj | 14 +++++++------- 4 files changed, 16 insertions(+), 30 deletions(-) diff --git a/AITracker/AITracker.vcxproj b/AITracker/AITracker.vcxproj index 78306ac..c2efa05 100644 --- a/AITracker/AITracker.vcxproj +++ b/AITracker/AITracker.vcxproj @@ -36,40 +36,40 @@ Application true - v143 + v142 Unicode Application false - v143 + v142 true Unicode Application false - v143 + v142 true Unicode StaticLibrary true - v143 + v142 Unicode StaticLibrary false - v143 + v142 true Unicode StaticLibrary false - v143 + v142 true Unicode diff --git a/AITracker/src/imageprocessor.cpp b/AITracker/src/imageprocessor.cpp index 1f52f96..fed5d48 100644 --- a/AITracker/src/imageprocessor.cpp +++ b/AITracker/src/imageprocessor.cpp @@ -70,17 +70,6 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) { int stride = dim_x * dim_y; -#ifdef OPTIMIZE_ImageProcessor - for (int c = 0; c < 3; c++) - { - float * from_by_channel = &from[c]; - float * dest_by_channel = &dest[stride * c]; - for (int i = 0; i < stride; i++) - { - dest_by_channel[i] = from_by_channel[i*3]; - } - } -#else for (int c = 0; c < 3; c++) { for (int i = 0; i < dim_x * dim_y; i++) @@ -88,7 +77,6 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) dest[i + stride*c] = from[c + i*3]; } } -#endif } #ifdef OPTIMIZE_ImageProcessor diff --git a/Client/Client.vcxproj b/Client/Client.vcxproj index bd1f0b8..5bb37b0 100644 --- a/Client/Client.vcxproj +++ b/Client/Client.vcxproj @@ -25,18 +25,18 @@ Application - v143 + v142 Unicode Application - v143 + v142 Unicode true Application - v143 + v142 Unicode true @@ -133,8 +133,6 @@ $(DefaultQtVersion) core;uitools;widgets;quick release - $(QTDIR)\include - $(QTDIR)\lib;$(QtLibrarySearchPath) diff --git a/PS3Driver/PS3Driver.vcxproj b/PS3Driver/PS3Driver.vcxproj index 4e0a489..11c99a5 100644 --- a/PS3Driver/PS3Driver.vcxproj +++ b/PS3Driver/PS3Driver.vcxproj @@ -36,40 +36,40 @@ Application true - v143 + v142 Unicode Application false - v143 + v142 true Unicode Application false - v143 + v142 true Unicode StaticLibrary true - v143 + v142 Unicode StaticLibrary false - v143 + v142 true Unicode StaticLibrary false - v143 + v142 true Unicode @@ -119,7 +119,7 @@ - Level4 + Level3 true true true From 34322d61072024dcfafd68bbc286ff3a5e246c01 Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Sun, 31 Jul 2022 21:45:16 -0400 Subject: [PATCH 19/37] Optimize ImageProcessor::transpose Optimize ImageProcessor::transpose by reducing multiple levels of indirection in nested for loops. --- AITracker/src/imageprocessor.cpp | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/AITracker/src/imageprocessor.cpp b/AITracker/src/imageprocessor.cpp index fed5d48..1f52f96 100644 --- a/AITracker/src/imageprocessor.cpp +++ b/AITracker/src/imageprocessor.cpp @@ -70,6 +70,17 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) { int stride = dim_x * dim_y; +#ifdef OPTIMIZE_ImageProcessor + for (int c = 0; c < 3; c++) + { + float * from_by_channel = &from[c]; + float * dest_by_channel = &dest[stride * c]; + for (int i = 0; i < stride; i++) + { + dest_by_channel[i] = from_by_channel[i*3]; + } + } +#else for (int c = 0; c < 3; c++) { for (int i = 0; i < dim_x * dim_y; i++) @@ -77,6 +88,7 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) dest[i + stride*c] = from[c + i*3]; } } +#endif } #ifdef OPTIMIZE_ImageProcessor From 8c557b492b337fc36b45472d23c1c5a972f5284c Mon Sep 17 00:00:00 2001 From: searching46dof <107732149+searching46dof@users.noreply.github.com> Date: Mon, 1 Aug 2022 23:39:19 -0400 Subject: [PATCH 20/37] header file should be header file should be instead of --- Client/src/view/ConfigWindow.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Client/src/view/ConfigWindow.cpp b/Client/src/view/ConfigWindow.cpp index bb6b273..4b84da6 100644 --- a/Client/src/view/ConfigWindow.cpp +++ b/Client/src/view/ConfigWindow.cpp @@ -1,5 +1,5 @@ #include "ConfigWindow.h" -#include +#include ConfigWindow::ConfigWindow(IRootView *prev_window, QWidget *parent) : QWidget(parent) From 9336b7e46cb744de71de805e199e5b54ca8a95ef Mon Sep 17 00:00:00 2001 From: AIR Date: Sat, 6 Aug 2022 15:59:04 +0200 Subject: [PATCH 21/37] Integrate logit change --- AITracker/src/model.cpp | 17 +++-------------- 1 file changed, 3 insertions(+), 14 deletions(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 663efff..1dd10e6 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -66,27 +66,16 @@ void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr } } -#define FIX_logit_boundary_conditions 1 float inline logit(float p) { -#ifdef FIX_logit_boundary_conditions - if (p >= 0.9999999f) // prevent divide by zero, with consistent boundary and resolution + if (p >= 0.9999999f) p = 0.9999999f; - else if (p <= 0.0000001f) // prevent log(0), with consistent boundary and resolution + else if (p <= 0.0000001f) p = 0.0000001f; - + p = p / (1.0f - p); return log(p) / 16.0f; -#else - if (p >= 1.0) - p = 0.99999; - else if (p <= 0.0) - p = 0.0000001; - - p = p / (1 - p); - return log(p) / 16; -#endif } void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) From cce36ed302b6446001958ec53502f7b853bad200 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 07:14:59 +0200 Subject: [PATCH 22/37] Integrate optimizations in img processor --- AITracker/src/imageprocessor.cpp | 48 +------------------------------- AITracker/src/imageprocessor.h | 9 +++--- 2 files changed, 6 insertions(+), 51 deletions(-) diff --git a/AITracker/src/imageprocessor.cpp b/AITracker/src/imageprocessor.cpp index 1f52f96..416d857 100644 --- a/AITracker/src/imageprocessor.cpp +++ b/AITracker/src/imageprocessor.cpp @@ -13,44 +13,9 @@ ImageProcessor::ImageProcessor() : void ImageProcessor::normalize(cv::Mat& image) { cv::divide(image, std_scaling, image); - - /*float* ptr = image.ptr(); - for (int channel = 0; channel < 3; channel++){ - for (int i = 0; i < 224 * 224; i++) { - ptr[224*224*channel + i] /= std_scaling[channel]; - } - }*/ - cv::subtract(image, mean_scaling, image); } -/*void ImageProcessor::cvt_format(float* from, float* dest, int dim_x, int dim_y) -{ - for (int channel = 1; channel < 4; channel++) - { - for (int row = 0; row < 224; row++) - { - for (int col = 0; col < 224; col++) - { - dest[((channel - 1) * 224 * 224) + (224 * col + row)] = from[3 * (224 * col + row)]; - } - } - } -} - -void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) -{ - int stride = 224 * 224; - - for (int c = 0; c < 3; c++) - { - for (int i = 0; i < 224 * 224; i++) - { - dest[i + stride*c] = from[c + i*3]; - } - } -}*/ - void ImageProcessor::cvt_format(float* from, float* dest, int dim_x, int dim_y) { @@ -70,7 +35,6 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) { int stride = dim_x * dim_y; -#ifdef OPTIMIZE_ImageProcessor for (int c = 0; c < 3; c++) { float * from_by_channel = &from[c]; @@ -80,18 +44,9 @@ void ImageProcessor::transpose(float* from, float* dest, int dim_x, int dim_y) dest_by_channel[i] = from_by_channel[i*3]; } } -#else - for (int c = 0; c < 3; c++) - { - for (int i = 0; i < dim_x * dim_y; i++) - { - dest[i + stride*c] = from[c + i*3]; - } - } -#endif } -#ifdef OPTIMIZE_ImageProcessor + void ImageProcessor::normalize_and_transpose(cv::Mat& image, float* dest, int dim_x, int dim_y) { const int stride = dim_x * dim_y; @@ -113,4 +68,3 @@ void ImageProcessor::normalize_and_transpose(cv::Mat& image, float* dest, int di } } } -#endif \ No newline at end of file diff --git a/AITracker/src/imageprocessor.h b/AITracker/src/imageprocessor.h index cc3eea6..41a1587 100644 --- a/AITracker/src/imageprocessor.h +++ b/AITracker/src/imageprocessor.h @@ -2,8 +2,6 @@ #include "opencv.hpp" -#define OPTIMIZE_ImageProcessor 1 - class ImageProcessor { public: @@ -11,9 +9,12 @@ class ImageProcessor void normalize(cv::Mat& image); void cvt_format(float* from, float* dest, int dim_x = 224, int dim_y = 224); void transpose(float* from, float* dest, int dim_x = 224, int dim_y = 224); -#ifdef OPTIMIZE_ImageProcessor + + /* + Alternative implementation of the normalize and transpose functions which executes the same + functionality in a single run. Using this processing time cuts in half. + */ void normalize_and_transpose(cv::Mat& image, float* dest, int dim_x = 224, int dim_y = 224); -#endif private: cv::Scalar mean_scaling, std_scaling; From 421668c05c246b7d9acba2a3c3e807641e766a74 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 07:21:33 +0200 Subject: [PATCH 23/37] Integrate optimization on PS3 Cam driver --- PS3Driver/src/ps3eye.cpp | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/PS3Driver/src/ps3eye.cpp b/PS3Driver/src/ps3eye.cpp index 552453a..e039b13 100644 --- a/PS3Driver/src/ps3eye.cpp +++ b/PS3Driver/src/ps3eye.cpp @@ -1364,13 +1364,11 @@ uint16_t PS3EYECam::ov534_set_frame_rate(uint16_t frame_rate, bool dry_run) return r->fps; } -#define OPTIMIZE_ov534_reg_write 1 void inline PS3EYECam::ov534_reg_write(uint16_t reg, uint8_t val) { int ret; //debug("reg=0x%04x, val=0%02x", reg, val); -#ifdef OPTIMIZE_ov534_reg_write // usb_buf[0] = val; ret = libusb_control_transfer(handle_, @@ -1378,15 +1376,7 @@ void inline PS3EYECam::ov534_reg_write(uint16_t reg, uint8_t val) LIBUSB_REQUEST_TYPE_VENDOR | LIBUSB_RECIPIENT_DEVICE, 0x01, 0x00, reg, &val, 1, 500); -#else - usb_buf[0] = val; - ret = libusb_control_transfer(handle_, - LIBUSB_ENDPOINT_OUT | - LIBUSB_REQUEST_TYPE_VENDOR | LIBUSB_RECIPIENT_DEVICE, - 0x01, 0x00, reg, - usb_buf, 1, 500); -#endif if (ret < 0) { debug("write failed\n"); } From 5c12cbb573a10eae1c6c3b5bd3d62190e3f61cf9 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 07:38:35 +0200 Subject: [PATCH 24/37] Integrate optimization on heatmap processing method --- AITracker/src/model.cpp | 29 ++++------------------------- 1 file changed, 4 insertions(+), 25 deletions(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 1dd10e6..94e4ece 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -7,8 +7,6 @@ #include -#define OPTIMIZE_Tracker 1 - Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detection_model_path, std::wstring& landmark_model_path): improc(), memory_info(allocator.GetInfo()), @@ -82,15 +80,10 @@ void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) { cv::Mat resized; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); -#ifdef OPTIMIZE_ImageProcessor - improc.normalize_and_transpose(resized, buffer_data); // combine methods -#else - improc.normalize(resized); - improc.transpose((float*)resized.data, buffer_data); -#endif - Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); + improc.normalize_and_transpose(resized, buffer_data); // combines methods (one single run!) + Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); auto output_tensors = session->Run(Ort::RunOptions{ nullptr }, detection_input_node_names.data(), &input_tensor, 1, detection_output_node_names.data(), 2); @@ -145,12 +138,7 @@ void Tracker::detect_landmarks(const cv::Mat& image, int x0, int y0, float scale { cv::Mat resized; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); -#ifdef OPTIMIZE_ImageProcessor improc.normalize_and_transpose(resized, buffer_data); // combine methods -#else - improc.normalize(resized); - improc.transpose((float*)resized.data, buffer_data); -#endif Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); @@ -191,7 +179,7 @@ void Tracker::proc_heatmaps(float* heatmaps, int x0, int y0, float scale_x, floa int offset = heatmap_size * landmark; int argmax = -100; float maxval = -100; -#ifdef OPTIMIZE_Tracker + float* landmark_heatmap = &heatmaps[offset]; // reduce indexing for (int i = 0; i < heatmap_size; i++) { @@ -201,16 +189,7 @@ void Tracker::proc_heatmaps(float* heatmaps, int x0, int y0, float scale_x, floa maxval = landmark_heatmap[i]; } } -#else - for (int i = 0; i < heatmap_size; i++) - { - if (heatmaps[offset + i] > maxval) - { - argmax = i; - maxval = heatmaps[offset + i]; - } - } -#endif + int x = argmax / 28; int y = argmax % 28; From 3e638361ce2bcdaf0fe78a831365fe73857f08ad Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 07:59:49 +0200 Subject: [PATCH 25/37] Integrate ExpAvg filter optimizations --- AITracker/src/filters.cpp | 26 ++------------------------ AITracker/src/filters.h | 6 ------ 2 files changed, 2 insertions(+), 30 deletions(-) diff --git a/AITracker/src/filters.cpp b/AITracker/src/filters.cpp index d7549c7..33df811 100644 --- a/AITracker/src/filters.cpp +++ b/AITracker/src/filters.cpp @@ -1,10 +1,7 @@ #include "filters.h" - #include - -#ifdef OPTIMIZE_MAFilter #include -#endif + MAFilter::MAFilter(int steps, int array_size) { @@ -13,33 +10,27 @@ MAFilter::MAFilter(int steps, int array_size) this->idx = 0; // this->idx < this->n_steps this->circular_buffer = (float *)new float[steps * array_size]; // float[steps][array_size] -#ifdef OPTIMIZE_MAFilter this->sum = (float *)new float[array_size]; // use this array to cache the sum for (int i = 0; i < array_size; i++) this->sum[i] = nanf(""); -#endif } MAFilter::~MAFilter() { delete[] this->circular_buffer; -#ifdef OPTIMIZE_MAFilter delete[] this->sum; -#endif } void MAFilter::filter(float* in_array, float* out_array) { int offset = this->idx * this->array_size; -#ifdef OPTIMIZE_MAFilter // equivalent to: // typedef float (*CIRCULAR_BUFFER_IDX)[this->array_size]; // typedef float (*CIRCULAR_BUFFER)[this->n_steps][this->array_size]; float *circular_buffer_idx = &this->circular_buffer[offset]; // CIRCULAR_BUFFER_IDX circular_buffer_idx = &((CIRCULAR_BUFFER)this->circular_buffer)[this->idx][0]; -#endif + for (int i = 0; i < this->array_size; i++) { -#ifdef OPTIMIZE_MAFilter if (isnan(this->sum[i])) { // initialize sum @@ -61,19 +52,6 @@ void MAFilter::filter(float* in_array, float* out_array) // Insert current position circular_buffer_idx[i] = in_array[i]; } -#else - // Insert current position - this->circular_buffer[offset + i] = in_array[i]; - out_array[i] = 0; - - // get mean of all steps for this position - for (int j = 0; j < this->n_steps; j++) - { - out_array[i] += this->circular_buffer[j * this->array_size + i]; - } - - out_array[i] /= this->n_steps; -#endif } this->idx = (this->idx + 1) % this->n_steps; diff --git a/AITracker/src/filters.h b/AITracker/src/filters.h index 573fb8f..4b23545 100644 --- a/AITracker/src/filters.h +++ b/AITracker/src/filters.h @@ -1,6 +1,5 @@ #pragma once -#define OPTIMIZE_MAFilter 1 class IFilter { @@ -17,10 +16,7 @@ class MAFilter : public IFilter int n_steps; float *circular_buffer; -#ifdef OPTIMIZE_MAFilter float *sum; -#endif - public: MAFilter(int steps, int array_size); @@ -37,8 +33,6 @@ class EAFilter : public IFilter int array_size; float* last_value; - - public: EAFilter(int array_size); ~EAFilter(); From f9aa6262f1cb0e0e4827fc99cbd21bd15e1f2488 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 09:11:28 +0200 Subject: [PATCH 26/37] Integrate UDP IPv6 change --- Client/src/model/UDPSender.cpp | 51 +++++++++++++--------------------- Client/src/model/UDPSender.h | 7 +---- 2 files changed, 21 insertions(+), 37 deletions(-) diff --git a/Client/src/model/UDPSender.cpp b/Client/src/model/UDPSender.cpp index 980fb78..15d5f29 100644 --- a/Client/src/model/UDPSender.cpp +++ b/Client/src/model/UDPSender.cpp @@ -6,63 +6,52 @@ UDPSender::UDPSender(const char* dest_ip, int dest_port) { this->ip = std::string(dest_ip); this->port = dest_port; + //std::cout << "ip: " << this->ip << " port: " << this->port << std::endl; WSAStartup(MAKEWORD(2, 2), &data); -#ifdef UDPSENDER_SUPPORT_IPv6 + memset(&dest_IPv6, 0, sizeof(dest_IPv6)); memset(&local_IPv6, 0, sizeof(local_IPv6)); - dest_IPv6.sin6_port = htons(dest_port); - if (dest_IPv6.sin6_port == 0) - dest_IPv6.sin6_port = htons(4242); - if (inet_pton(AF_INET6, dest_ip, &dest_IPv6.sin6_addr) == 1) { // valid IPv6 address + this->s = socket(AF_INET6, SOCK_DGRAM, IPPROTO_UDP); + dest_IPv6.sin6_family = AF_INET6; - local_IPv6.sin6_family = AF_INET6; + dest_IPv6.sin6_port = htons(dest_port); local_IPv6.sin6_addr = IN6ADDR_ANY_INIT; + local_IPv6.sin6_family = AF_INET6; + local_IPv6.sin6_port = htons(0); + + //local_IPv6.sin6_addr = IN6ADDR_ANY_INIT; bind(s, (sockaddr*)&local_IPv6, sizeof(local_IPv6)); } else if (inet_pton(AF_INET, dest_ip, &dest.sin_addr) == 1) { // valid IPv4 address + this->s = socket(AF_INET, SOCK_DGRAM, IPPROTO_UDP); + dest.sin_family = AF_INET; + dest.sin_port = htons(dest_port); + local.sin_family = AF_INET; - local.sin_addr.S_un.S_addr = INADDR_ANY; + local.sin_port = htons(0); + //local.sin_addr.S_un.S_addr = INADDR_ANY; bind(s, (sockaddr*)&local, sizeof(local)); } else { - // invalid address, default to IPv4 LOOPBACK - dest.sin_family = AF_INET; - dest.sin_addr.S_un.S_addr = INADDR_LOOPBACK; - local.sin_family = AF_INET; - local.sin_addr.S_un.S_addr = INADDR_ANY; - bind(s, (sockaddr*)&local, sizeof(local)); + // In case of invalid address better mark this sender as invalid + // and not use loopback. User of this class hould know whether he/she + // has made a mistake. + this->valid = false; + std::cout << "Invalid IP Address" << std::endl; } -#else - dest = sockaddr_in(); - local = sockaddr_in(); - - dest.sin_family = AF_INET; - inet_pton(AF_INET, dest_ip, &dest.sin_addr.s_addr); - dest.sin_port = htons(dest_port); - - local.sin_family = AF_INET; - inet_pton(AF_INET, dest_ip, &local.sin_addr.s_addr); - local.sin_port = htons(0); - - dest.sin_family = AF_INET; - inet_pton(AF_INET, dest_ip, &dest.sin_addr.s_addr); - dest.sin_port = htons(dest_port); - s = socket(AF_INET, SOCK_DGRAM, IPPROTO_UDP); - bind(s, (sockaddr*)&local, sizeof(local)); -#endif } UDPSender::~UDPSender() diff --git a/Client/src/model/UDPSender.h b/Client/src/model/UDPSender.h index 836926d..bb68e92 100644 --- a/Client/src/model/UDPSender.h +++ b/Client/src/model/UDPSender.h @@ -6,7 +6,6 @@ #include -#define UDPSENDER_SUPPORT_IPv6 1 /** Data sender to Opentrack using UDP @@ -17,7 +16,6 @@ class UDPSender const int BUFFER_SIZE = sizeof(double) * 6; double position_data[6]; -#ifdef UDPSENDER_SUPPORT_IPv6 union { sockaddr_in dest; @@ -28,10 +26,6 @@ class UDPSender sockaddr_in local; sockaddr_in6 local_IPv6; }; -#else - sockaddr_in dest; - sockaddr_in local; -#endif WSAData data; SOCKET s; @@ -39,6 +33,7 @@ class UDPSender public: std::string ip; int port; + bool valid = true; UDPSender(const char* dest_ip, int dest_port); ~UDPSender(); From 7869cb97f401b24db7f0b563dc6ea9ab24285b30 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 09:41:25 +0200 Subject: [PATCH 27/37] Integrate PositonSolver optimizations --- AITracker/src/PositionSolver.cpp | 50 +++++++++++++------------------- AITracker/src/PositionSolver.h | 7 +++++ 2 files changed, 27 insertions(+), 30 deletions(-) diff --git a/AITracker/src/PositionSolver.cpp b/AITracker/src/PositionSolver.cpp index a22b6b7..e6361ef 100644 --- a/AITracker/src/PositionSolver.cpp +++ b/AITracker/src/PositionSolver.cpp @@ -1,6 +1,6 @@ #include "PositionSolver.h" -#define OPTIMIZE_PositionSolver 1 +#define USE_FOV // Use FOV correction for the camera matrix. PositionSolver::PositionSolver( int width, @@ -28,19 +28,11 @@ PositionSolver::PositionSolver( this->rv[2] = -1.57; this->tv[2] = this->prior_distance; -#ifdef OPTIMIZE_PositionSolver head3dScale = (cv::Mat_(3, 3) << y_scale, 0.0, 0, // pitch is rv[0], pitch involves y-axis 0.0, x_scale, 0, // yaw is rv[1], yaw involves x-axis 0.0, 0.0, z_scale ); -#else - head3dScale = (cv::Mat_(3, 3) << - x_scale, 0.0, 0, - 0.0, y_scale, 0, - 0.0, 0.0, z_scale - ); -#endif this->complex = complex; @@ -115,7 +107,7 @@ PositionSolver::PositionSolver( // Get expressed in sensor-size units - #ifdef OPTIMIZE_PositionSolver + #ifdef USE_FOV // field of view is a rectangular viewport with corners on a circular lens // the diagonal of the rectangle can be expressed as the angular field of view or pixels // the width of the rectangle can be expressed as either the field of view width or width in pixels @@ -160,11 +152,10 @@ PositionSolver::PositionSolver( i_width, 0, height / 2, 0, i_height, width / 2, 0, 0, 1 - ); - - #endif + ); + #endif camera_distortion = (cv::Mat_(4, 1) << 0, 0, 0, 0); @@ -173,7 +164,7 @@ PositionSolver::PositionSolver( if(complex) std::cout << "Using complex solver" << std::endl; } -#define FIX_WARNING_PositionSolver 1 + void PositionSolver::solve_rotation(FaceData* face_data) { int contour_idx = 0; @@ -182,12 +173,7 @@ void PositionSolver::solve_rotation(FaceData* face_data) for (int i = 0; i < contour_indices.size(); i++) { contour_idx = contour_indices[i]; -#ifdef FIX_WARNING_PositionSolver - landmark_points_buffer.at(i, j) = (float)(int)face_data->landmark_coords[2 * contour_idx + j]; // is the (int) typecast intentional to discard fractional value ? -#else - landmark_points_buffer.at(i, j) = (int)face_data->landmark_coords[2 * contour_idx + j]; -#endif - + landmark_points_buffer.at(i, j) = (float)(int)face_data->landmark_coords[2 * contour_idx + j]; // fix complation warnings. } } @@ -222,6 +208,7 @@ void PositionSolver::solve_rotation(FaceData* face_data) #endif correct_rotation(*face_data); + clip_rotations(*face_data); } @@ -271,31 +258,34 @@ void PositionSolver::correct_rotation(FaceData& face_data) float lateral_offset = (float)face_data.translation[1]; float verical_offset = (float)face_data.translation[0]; -#ifdef OPTIMIZE_PositionSolver float correction_yaw = (float)(std::atan(lateral_offset / distance) * TO_DEG); // (lateral_offset / distance) is already tangent, so only need atan to obtain radians float correction_pitch = (float)(std::atan(verical_offset / distance) * TO_DEG); // (verical_offset / distance) is already tangent, so only need atan to obtain radians -#else - float correction_yaw = (float)(std::atan(std::tan(lateral_offset / distance)) * TO_DEG); - float correction_pitch = (float)(std::atan(std::tan(verical_offset / distance)) * TO_DEG); -#endif face_data.rotation[1] += correction_yaw; face_data.rotation[0] += correction_pitch; - face_data.rotation[0] = face_data.rotation[0] * 1.5; // compensate for insensitive negative pitch (upwards) which saturates just above -20deg with camera placed above monitor + // Note: We could saturate pitch here, but its better to let the user do it via Opentrack. + // The coefficient could be problematic for some users. + //face_data.rotation[0] = face_data.rotation[0] * 1.5; +} -#ifdef OPTIMIZE_PositionSolver - // Limit yaw between -90.0 and +90.0 degrees after correction +void PositionSolver::clip_rotations(FaceData& face_data) +{ + // Limit yaw between -90.0 and +90.0 degrees if (face_data.rotation[1] >= 90.0) face_data.rotation[1] = 90.0; else if (face_data.rotation[1] <= -90.0) face_data.rotation[1] = -90.0; - // Limit pitch between -90.0 and +90.0 degrees after correction + // Limit pitch between -90.0 and +90.0 if (face_data.rotation[0] >= 90.0) face_data.rotation[0] = 90.0; else if (face_data.rotation[0] <= -90.0) face_data.rotation[0] = -90.0; -#endif + // Limit roll between -90.0 and +90.0 + if (face_data.rotation[2] >= 90.0) + face_data.rotation[2] = 90.0; + else if (face_data.rotation[2] <= -90.0) + face_data.rotation[2] = -90.0; } diff --git a/AITracker/src/PositionSolver.h b/AITracker/src/PositionSolver.h index 1f3bd2b..f37b7c8 100644 --- a/AITracker/src/PositionSolver.h +++ b/AITracker/src/PositionSolver.h @@ -68,5 +68,12 @@ class PositionSolver * This method corrects them. */ void correct_rotation(FaceData& face_data); + + + /** + * Ensures all rotations are in -90/90 range. + * (No human head can rotate more supposing camera view is frontal). + */ + void clip_rotations(FaceData& face_data); }; From ec663ca76cfff0512a5ddb9c10684b3dfe838c69 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 09:41:42 +0200 Subject: [PATCH 28/37] Integrate data optimizations --- AITracker/src/data.cpp | 10 +--------- 1 file changed, 1 insertion(+), 9 deletions(-) diff --git a/AITracker/src/data.cpp b/AITracker/src/data.cpp index 98b3a99..95b3c47 100644 --- a/AITracker/src/data.cpp +++ b/AITracker/src/data.cpp @@ -9,13 +9,8 @@ FaceData::FaceData(): face_detected = false; } -#define OPTIMIZE_Facedata 1 -#ifdef OPTIMIZE_Facedata -#include -#endif std::string FaceData::to_string() { -#ifdef _DEBUG std::string datastring = std::string("Pitch ") + std::to_string(this->rotation[0]) + std::string(" Yaw ") + std::to_string(this->rotation[1]) + @@ -26,10 +21,7 @@ std::string FaceData::to_string() std::to_string(this->translation[0]) + ", Y: " + std::to_string(this->translation[1]) + ", Z: " + std::to_string(this->translation[2]); -#else - // disabled for performance - std::string datastring = std::string("to_string() disabled"); -#endif + return datastring; } From c6ca0c0caf853b4096bf09f19294f5eebed19f15 Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 09:42:01 +0200 Subject: [PATCH 29/37] Change compilation flags to optimize code --- AITracker/AITracker.vcxproj | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/AITracker/AITracker.vcxproj b/AITracker/AITracker.vcxproj index c2efa05..509e3c8 100644 --- a/AITracker/AITracker.vcxproj +++ b/AITracker/AITracker.vcxproj @@ -189,7 +189,7 @@ true $(SolutionDir)Dependencies\OpenCV\include\;$(SolutionDir)Dependencies\onnxruntime\include\;%(AdditionalIncludeDirectories) MultiThreadedDLL - Disabled + MaxSpeed Console From 4611b7c1e88c359dbad5875da8ad1234a7fc7f7a Mon Sep 17 00:00:00 2001 From: AIR Date: Thu, 11 Aug 2022 09:42:21 +0200 Subject: [PATCH 30/37] Change client compilation flags --- Client/Client.vcxproj | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Client/Client.vcxproj b/Client/Client.vcxproj index 5bb37b0..3fb0c4b 100644 --- a/Client/Client.vcxproj +++ b/Client/Client.vcxproj @@ -155,12 +155,12 @@ true true None - Disabled + MaxSpeed MultiThreadedDLL Console - true + false From 6d920b80639ab41d716bf0272dc164eec3b0036d Mon Sep 17 00:00:00 2001 From: AIR Date: Sun, 14 Aug 2022 11:25:52 +0200 Subject: [PATCH 31/37] Force one thread inference Using a threadpool for only one sample (image) can add too much overhead. It'd be better to use this for batches of images. --- AITracker/src/model.cpp | 2 ++ 1 file changed, 2 insertions(+) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 94e4ece..3e036a6 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -22,6 +22,8 @@ Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detecti session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); session_options.SetInterOpNumThreads(0); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count session_options.SetIntraOpNumThreads(0); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count + session_options.SetInterOpNumThreads(1); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count + session_options.SetIntraOpNumThreads(1); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count session_options.SetExecutionMode(ExecutionMode::ORT_PARALLEL); From 867cc0a97ae28ef8182f92f6ae422e66f8637e07 Mon Sep 17 00:00:00 2001 From: AIR Date: Sun, 14 Aug 2022 19:55:15 +0200 Subject: [PATCH 32/37] Upgrade to OpenCV 4.6 --- AITracker/src/PositionSolver.h | 2 +- AITracker/src/imageprocessor.h | 2 +- AITracker/src/model.h | 3 ++- CMakeLists.txt | 4 ++-- Camera.sln | 2 +- Client/Client.vcxproj | 4 ++-- Client/src/camera/OCVCamera.h | 2 +- Client/src/presenter/presenter.cpp | 2 +- Client/src/view/WindowMain.h | 2 +- Client/src/view/i_view.h | 2 +- 10 files changed, 13 insertions(+), 12 deletions(-) diff --git a/AITracker/src/PositionSolver.h b/AITracker/src/PositionSolver.h index f37b7c8..cd9e78e 100644 --- a/AITracker/src/PositionSolver.h +++ b/AITracker/src/PositionSolver.h @@ -1,7 +1,7 @@ #pragma once #include "opencv2/core/matx.hpp" -#include "opencv.hpp" +#include "opencv2/opencv.hpp" #include "data.h" /** diff --git a/AITracker/src/imageprocessor.h b/AITracker/src/imageprocessor.h index 41a1587..65e8ec7 100644 --- a/AITracker/src/imageprocessor.h +++ b/AITracker/src/imageprocessor.h @@ -1,6 +1,6 @@ #pragma once -#include "opencv.hpp" +#include "opencv2/opencv.hpp" class ImageProcessor { diff --git a/AITracker/src/model.h b/AITracker/src/model.h index 320d200..5ea0764 100644 --- a/AITracker/src/model.h +++ b/AITracker/src/model.h @@ -1,6 +1,7 @@ #pragma once -#include "opencv.hpp" +#include "opencv2/opencv.hpp" + #include #include "data.h" #include "imageprocessor.h" diff --git a/CMakeLists.txt b/CMakeLists.txt index 3f8ba81..d1eae81 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -14,8 +14,8 @@ SET(ONNXRUNTIME_EXTRACT_PATH "Dependencies/") #SET(PS3Driver_URL "") #SET(PS3Driver_PATH "") -SET(OPENCV_URL "https://github.com/opencv/opencv/releases/download/4.3.0/opencv-4.3.0-vc14_vc15.exe") -SET(OPENCV_PATH "${DEPS_DIR}opencv-4.3.0-vc14_vc15.exe") +SET(OPENCV_URL "https://github.com/opencv/opencv/releases/download/4.6.0/opencv-4.6.0-vc14_vc15.exe") +SET(OPENCV_PATH "${DEPS_DIR}opencv-4.6.0-vc14_vc15.exe") SET(LIBUSB_URL "https://github.com/libusb/libusb/releases/download/v1.0.23/libusb-1.0.23.7z") SET(LIBUSB_NAME "libusb-1.0.23") diff --git a/Camera.sln b/Camera.sln index ca44b7a..f146dfd 100644 --- a/Camera.sln +++ b/Camera.sln @@ -44,7 +44,7 @@ Global HideSolutionNode = FALSE EndGlobalSection GlobalSection(ExtensibilityGlobals) = postSolution - SolutionGuid = {8A67DE57-0604-4880-B0CC-9B96E5E3EFCD} Qt5Version = $(DefaultQtVersion) + SolutionGuid = {8A67DE57-0604-4880-B0CC-9B96E5E3EFCD} EndGlobalSection EndGlobal diff --git a/Client/Client.vcxproj b/Client/Client.vcxproj index 3fb0c4b..8fcd8d8 100644 --- a/Client/Client.vcxproj +++ b/Client/Client.vcxproj @@ -78,7 +78,7 @@ $(Qt_LIBPATH_);$(SolutionDir)Dependencies\libusb\MS64\static;$(SolutionDir)Dependencies\OpenCV\lib;$(SolutionDir)Dependencies\spdlog\lib\;$(SolutionDir)Dependencies\onnxruntime\lib\;%(AdditionalLibraryDirectories) - $(Qt_LIBS_);opencv_world430.lib;onnxruntime.lib;Ws2_32.lib;libusb-1.0.lib;legacy_stdio_definitions.lib;%(AdditionalDependencies) + $(Qt_LIBS_);opencv_world460.lib;onnxruntime.lib;Ws2_32.lib;libusb-1.0.lib;legacy_stdio_definitions.lib;%(AdditionalDependencies) true true @@ -104,7 +104,7 @@ $(Qt_LIBPATH_);$(SolutionDir)Dependencies\libusb\MS64\static;$(SolutionDir)Dependencies\OpenCV\lib;$(SolutionDir)Dependencies\onnxruntime\lib\;%(AdditionalLibraryDirectories) - $(Qt_LIBS_);opencv_world430d.lib;onnxruntime.lib;Ws2_32.lib;legacy_stdio_definitions.lib;libusb-1.0.lib;%(AdditionalDependencies) + $(Qt_LIBS_);opencv_world460d.lib;onnxruntime.lib;Ws2_32.lib;legacy_stdio_definitions.lib;libusb-1.0.lib;%(AdditionalDependencies) $(Qt_INCLUDEPATH_);$(SolutionDir)Dependencies\libusb\include\libusb-1.0;$(SolutionDir)Dependencies\OpenCV\include\;$(SolutionDir)Dependencies\onnxruntime\include\;$(ProjectDir)Vendor\spdlog\include\;$(SolutionDir)PS3Driver\include\;$(SolutionDir)AITracker\src\;$(ProjectDir)Include;$(QTDIR)\include;$(QTDIR)\include\QtUiTools;$(QTDIR)\include\QtWidgets;$(QTDIR)\include\QtQuick;$(QTDIR)\include\QtGui;$(QTDIR)\include\QtANGLE;$(QTDIR)\include\QtQml;$(QTDIR)\include\QtNetwork;$(QTDIR)\include\QtCore;$(QTDIR)\mkspecs\win32-msvc;$(Platform)\$(Configuration)\uic;$(Platform)\$(Configuration)\moc;.\;%(AdditionalIncludeDirectories) diff --git a/Client/src/camera/OCVCamera.h b/Client/src/camera/OCVCamera.h index 2d1e0bd..81492b5 100644 --- a/Client/src/camera/OCVCamera.h +++ b/Client/src/camera/OCVCamera.h @@ -1,6 +1,6 @@ #pragma once #include "Camera.h" -#include "opencv.hpp" +#include "opencv2/opencv.hpp" class OCVCamera : public Camera { diff --git a/Client/src/presenter/presenter.cpp b/Client/src/presenter/presenter.cpp index d91bf12..6998875 100644 --- a/Client/src/presenter/presenter.cpp +++ b/Client/src/presenter/presenter.cpp @@ -3,7 +3,7 @@ #include #include "presenter.h" -#include "opencv.hpp" +#include "opencv2/opencv.hpp" #include "../camera/CameraFactory.h" diff --git a/Client/src/view/WindowMain.h b/Client/src/view/WindowMain.h index 6b9d3f3..2fb692c 100644 --- a/Client/src/view/WindowMain.h +++ b/Client/src/view/WindowMain.h @@ -6,7 +6,7 @@ #include -#include "opencv.hpp" +#include "opencv2/opencv.hpp" #include "../presenter/i_presenter.h" #include "ui_MainWindow.h" diff --git a/Client/src/view/i_view.h b/Client/src/view/i_view.h index 4f4d29f..d9a2429 100644 --- a/Client/src/view/i_view.h +++ b/Client/src/view/i_view.h @@ -1,7 +1,7 @@ #pragma once -#include "opencv.hpp" +#include "opencv2/opencv.hpp" #include "../model/Config.h" #include "../presenter/i_presenter.h" From 0ed501af02177f5177cf3ecd25bb287b2af4587f Mon Sep 17 00:00:00 2001 From: AIR Date: Sun, 14 Aug 2022 20:12:29 +0200 Subject: [PATCH 33/37] Move face detector to yunet --- AITracker/src/model.cpp | 116 ++++++++++++++--------------- AITracker/src/model.h | 3 + Client/src/presenter/presenter.cpp | 2 +- 3 files changed, 60 insertions(+), 61 deletions(-) diff --git a/AITracker/src/model.cpp b/AITracker/src/model.cpp index 3e036a6..b85f6d1 100644 --- a/AITracker/src/model.cpp +++ b/AITracker/src/model.cpp @@ -20,43 +20,47 @@ Tracker::Tracker(std::unique_ptr&& solver, std::wstring& detecti auto session_options = Ort::SessionOptions(); session_options.SetGraphOptimizationLevel(GraphOptimizationLevel::ORT_ENABLE_EXTENDED); - session_options.SetInterOpNumThreads(0); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count - session_options.SetIntraOpNumThreads(0); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count - session_options.SetInterOpNumThreads(1); // size of the CPU thread pool used for executing multiple request concurrently, 0 = Use default optimal thread count - session_options.SetIntraOpNumThreads(1); // size of the CPU thread pool used for executing a single graph, 0 = Use default optimal thread count + session_options.SetInterOpNumThreads(1); + session_options.SetIntraOpNumThreads(1); session_options.SetExecutionMode(ExecutionMode::ORT_PARALLEL); - enviro->DisableTelemetryEvents(); - session = std::make_unique(*enviro, detection_model_path.data(), session_options); + // Landmark detector session_lm = std::make_unique(*enviro, landmark_model_path.data(), session_options); + // Face detector + float score_threshold = .8; + float nms_threshold = .3; + int topK = 50; + face_detector = cv::FaceDetectorYN::create( + std::string(detection_model_path.begin(), detection_model_path.end()), + "", + cv::Size(224, 224), + score_threshold, + nms_threshold, + topK + ); + tensor_input_size = tensor_input_dims[1] * tensor_input_dims[2] * tensor_input_dims[3]; } void Tracker::predict(cv::Mat& image, FaceData& face_data, const std::unique_ptr& filter) { - cv::Mat img_copy = image.clone(); - img_copy.convertTo(img_copy, CV_32F); - cv::cvtColor(img_copy, img_copy, cv::COLOR_BGR2RGB); - - // Normalization complexity is too high (O(mn)), better to normalize scaled images in - // detect_face and detect_landmarks functions. - - detect_face(img_copy, face_data); + detect_face(image, face_data); if (face_data.face_detected) { cv::Point p1(face_data.face_coords[0], face_data.face_coords[1]); cv::Point p2(face_data.face_coords[2], face_data.face_coords[3]); - cv::Mat cropped = img_copy(cv::Rect(p1, p2)); + cv::Mat cropped = image(cv::Rect(p1, p2)); int height = face_data.face_coords[2] - face_data.face_coords[0]; int width = face_data.face_coords[3] - face_data.face_coords[1]; float scale_x = (float)width / 224.0f; float scale_y = (float)height / 224.0f; + detect_landmarks(cropped, face_data.face_coords[0], face_data.face_coords[1], scale_x, scale_y, face_data); if (filter != nullptr) @@ -80,49 +84,41 @@ float inline logit(float p) void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) { - cv::Mat resized; + cv::Mat resized, faces; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); - improc.normalize_and_transpose(resized, buffer_data); // combines methods (one single run!) - - Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); - - auto output_tensors = session->Run(Ort::RunOptions{ nullptr }, - detection_input_node_names.data(), &input_tensor, 1, detection_output_node_names.data(), 2); - - float* output_arr = output_tensors[0].GetTensorMutableData(); - float* maxpool_arr = output_tensors[1].GetTensorMutableData(); - - - cv::Mat out(4, tensor_detection_output_dims, CV_32F, output_arr); - cv::Mat maxpool(4, tensor_detection_output_dims, CV_32F, maxpool_arr); + float width = (float)image.cols; + float height = (float)image.rows; + int im_width = resized.cols; + int im_height = resized.rows; + this->face_detector->detect(resized, faces); - cv::Mat first(56, 56, CV_32F, out.ptr(0,0)); - cv::Mat second(56, 56, CV_32F, out.ptr(0,1)); - - cv::Point p(-1, -1); - cv::minMaxLoc(first, NULL, NULL, NULL, &p); - - - float c = first.at(p); - float r = second.at(p) * 2 * 56; - int x = p.x * 4; - int y = p.y * 4; - - - face_data.face_detected = c > 0.7f ? true : false; - - if (face_data.face_detected) + + + // Get data + face_data.face_detected = false; + if (faces.rows > 0) { - float face[] = { x - r, y - r, 2 * r, 2 * r }; - float width = (float)image.cols; - float height = (float)image.rows; - - face[0] *= width / 224.0f; - face[2] *= width / 224.0f; - face[1] *= height / 224.0f; - face[3] *= height / 224.0f; + face_data.face_detected = true; + float x0 = faces.at(0, 0); + float y0 = faces.at(0, 1); + float face_w = faces.at(0, 2); + float face_h = faces.at(0, 3); + + + float w_ratio = (width / im_width); + float h_ratio = (height / im_height); + + float x_offset = 0;//face_w * 0.01; + float y_offset = 0;// face_h * 0.01; + + float face[] = { + ((x0 - x_offset) * (w_ratio) ), + ((y0 - y_offset) * (h_ratio) ), + ((face_w) * (w_ratio) ), + ((face_h) * (h_ratio) ) + }; proc_face_detect(face, width, height); @@ -130,16 +126,16 @@ void Tracker::detect_face(const cv::Mat& image, FaceData& face_data) face_data.face_coords[1] = (int)face[1]; face_data.face_coords[2] = (int)face[2]; face_data.face_coords[3] = (int)face[3]; + } - } - - void Tracker::detect_landmarks(const cv::Mat& image, int x0, int y0, float scale_x, float scale_y, FaceData& face_data) { cv::Mat resized; cv::resize(image, resized, cv::Size(224, 224), NULL, NULL, cv::INTER_LINEAR); + resized.convertTo(resized, CV_32F); + cv::cvtColor(resized, resized, cv::COLOR_BGR2RGB); improc.normalize_and_transpose(resized, buffer_data); // combine methods Ort::Value input_tensor = Ort::Value::CreateTensor(memory_info, buffer_data, tensor_input_size, tensor_input_dims, 4); @@ -161,10 +157,10 @@ void Tracker::proc_face_detect(float* face, float width, float height) float w = face[2]; float h = face[3]; - int crop_x1 = (int)(x - w * 0.09f); - int crop_y1 = (int)(y - h * 0.450f); - int crop_x2 = (int)(x + w + w * 0.09f); - int crop_y2 = (int)(y + h + h * 0.450f); + int crop_x1 = (int)(x); + int crop_y1 = (int)(y); + int crop_x2 = (int)(x + w); + int crop_y2 = (int)(y + h + h * 0.1f); // force a little taller BB so the chin tends to be covered face[0] = (float)std::max(0, crop_x1); face[1] = (float)std::max(0, crop_y1); diff --git a/AITracker/src/model.h b/AITracker/src/model.h index 5ea0764..a7a2804 100644 --- a/AITracker/src/model.h +++ b/AITracker/src/model.h @@ -8,6 +8,8 @@ #include "PositionSolver.h" #include "filters.h" + + class Tracker { @@ -33,6 +35,7 @@ class Tracker std::vector landmarks_input_node_names; std::vector landmarks_output_node_names; + cv::Ptr face_detector; size_t tensor_input_size; int64_t tensor_input_dims[4] = { 1,3,224,224 }; diff --git a/Client/src/presenter/presenter.cpp b/Client/src/presenter/presenter.cpp index 6998875..9b780fe 100644 --- a/Client/src/presenter/presenter.cpp +++ b/Client/src/presenter/presenter.cpp @@ -209,7 +209,7 @@ void Presenter::run_loop() } cv::Point p1(d.face_coords[0], d.face_coords[1]); cv::Point p2(d.face_coords[2], d.face_coords[3]); - cv::rectangle(mat, p1, p2, color_blue, 1); + cv::rectangle(mat, p1, p2, color_blue, 2); } update_tracking_data(d); From d209edf90f791a43ee8f6073f1db71d32b1ffbba Mon Sep 17 00:00:00 2001 From: AIR Date: Sun, 14 Aug 2022 20:39:14 +0200 Subject: [PATCH 34/37] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 7fe2214..cf1fbb1 100644 --- a/README.md +++ b/README.md @@ -63,4 +63,4 @@ Thank you! ## Acknowledgements - [inspirit](https://github.com/inspirit), for the PS3 C++ camera library which I used during development. -- [emilianavt](https://github.com/emilianavt/), for porting the original Pytorch pretrained models to ONNX. +- [emilianavt](https://github.com/emilianavt/), for porting the original Pytorch pretrained landmark model to ONNX format. 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AIR Date: Sun, 14 Aug 2022 21:09:54 +0200 Subject: [PATCH 37/37] Update version.h --- Client/src/version.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Client/src/version.h b/Client/src/version.h index 6ef866d..acf28c9 100644 --- a/Client/src/version.h +++ b/Client/src/version.h @@ -1,3 +1,3 @@ #pragma once -#define AITRACK_VERSION "v0.6.5-alpha" \ No newline at end of file +#define AITRACK_VERSION "v0.6.6-alpha" \ No newline at end of file