detection_results.md

Validation

job	model	Vehicle	Pedestrian	Cyclist	All L1/L2	LB
12487	12442_epoch10_best_metric	0.6654/0.5574	0.7075/0.6575	0.5624/0.4760	0.6451/0.5636	link
12528	- hflip	0.6657/0.5579	0.7073/0.6571	0.5630/0.4768	0.6453/0.5639	link
12545	- x1.2	0.6757/0.5697	0.7340/0.6863	0.5912/0.5030	0.6670/0.5864	link
12576	- x1.4	0.6794/0.5751	0.7587/0.7134	0.6080/0.5182	0.6820/0.6022	link
12608	12442_epoch20_best_metric	0.6675/0.5599	0.7122/0.6621	0.5643/0.4761	0.6480/0.5660	link
12586	- x1.6	0.6744/0.5718	0.7661/0.7221	0.6121/0.5224	0.6842/0.6055	link
12559	WF(12487, 12528)	0.6500/0.5371	0.7104/0.6605	0.5687/0.4845	0.6430/0.5607	link
12583	WF(12489, 12528, 12545, 12576)	0.6532/0.5440	0.7461/0.6997	0.5993/0.5135	0.6662/0.5857	link
12587	WF(12545, 12576)	0.6574/0.5499	0.7505/0.7047	0.6049/0.5164	0.6710/0.5903	link
12593	WF[0.6](12545, 12576)	0.6602/0.5528	0.7527/0.7070	0.6065/0.5180	0.6731/0.5926	link
12595	WF[0.7](12545, 12576)	0.6623/0.5552	0.7531/0.7076	0.6067/0.5182	0.6740/0.5937	link
12598	WF[0.8](12545, 12576)	0.6653/0.5588	0.7518/0.7063	0.6059/0.5196	0.6743/0.5949	link
12589	NMS(12545, 12576)	0.6797/0.5754	0.7574/0.7123	0.6096/0.5238	0.6822/0.6038	link
12591	SoftNMS(12545, 12576)	0.6925/0.5899	0.7584/0.7178	0.6083/0.5215	0.6864/0.6097	link
12604	NMS*[0.6](12545, 12576)	0.6861/0.5815	0.7594/0.7140	0.6101/0.5238	0.6852/0.6064	link
12611	SoftNMS*(12545, 12576)	0.6798/0.5755	0.7555/0.7103	0.6095/0.5238	0.6816/0.6032	link
12616	NMW*(12545, 12576)	0.6742/0.5715	0.7571/0.7120	0.6098/0.5238	0.6804/0.6024	link
12618	WF*(12545, 12576)	0.6805/0.5755	0.7578/0.7124	0.6096/0.5209	0.6826/0.6029	link
12619	SoftNMS(12545, 12576, 12528, 12586)	0.7010/0.6010	0.7718/0.7282	0.6255/0.5369	0.6995/0.6220	link
12619	0.02 threshold	0.7009/0.6011	0.7719/0.7286	0.6257/0.5373	0.6995/0.6223	link
12623	SoftNMS(all)	0.7000/0.6000	0.7703/0.7266	0.6189/0.5304	0.6964/0.6190	link

Note:

• ensemble method with * means ensemble_b
• number means IoU threshold used

Testing Set

job	model	tta	ensemble
12615	12442/best_metric	orig	a
12627		x1.4	a
12628		x1.2	a
12643		x1.1 ac	a
12665		x1.5,hflip ac	b
12635	12620/best_metric	orig	a
12637		x1.3	a
12644		x1.6	a
12674	12650/best_loss	x1.9,hflip	c
12670		x1.6	b
12683		x2	c
12705		x1.4,hflip	c
12714		x1.5,hflip,ac	c

job	model	Vehicle	Pedestrian	Cyclist	All L1/L2	LB
12664	SoftNMS(a)	0.7394/0.6456	0.7796/0.7513	0.6040/0.5387	0.7077/0.6452	link
12687	SoftNMS(a,b)	0.7446/0.6507	0.7846/0.7564	0.6185/0.5524	0.7159/0.6532	link
12718	SoftNMS(a,b,c)	0.7483/0.6583	0.7986/0.7694	0.6321/0.5664	0.7264/0.6647	link