Experiments (common)

MNIST (Dima)

See Dima's experiments

ADDA (Ivan)

See Ivan's experiments -> ADDA

AlexNet(Boris, Katya, Masha)

A->W experiments with different dropout

EXP name	domain head	adaptation block usage	domain dropout	class dropout	Source best acc	Target best acc	Source final acc	Target final acc
Alexnet_vanilla (Katya)	vanilla-dann	true	false	false	1.0	0.59375	0.9989	0.48698
Alexnet_domain_dropout (Katya)	dropout_dann	true	true	false	1.0	0.61719	1.0	0.58203
Alexnet_domain_dropout (Boris)	dropout_dann	true	true	false	?	0.61719	?	?
Alexnet_domain_dropout (Masha)	dropout_dann	true	true	false	?	?	?	0.595 (mean of several)
Paper DANN	dropout_dann	true	true	?	-	0.73	-	-
Alexnet_domain_and_class_dropout (Katya)	dropout_dann	true	true	true	1.0	0.62370	1.0	0.59375

AlexNet on different domains

	A -> W	D -> W	W -> D	A -> D	D -> A	W -> A
DANN Paper	0.73	0.964	0.992	-	-	-
Our (Boris)	0.61719	0.88281	0.95625	0.55625	0.41619	0.45668
Our (Masha)	0.595	0.94	-	-	-	-

A->W and D->W DANN and Source/Target only (Masha):

A->W

(Среднее значение итоговой метрики в конце 200 эпохи)

Результаты	DANN	Source-Only	Target-Only
Наш эксперимент	0.595	0.4518	0.95
Статья	0.73	0.642	-

D->W

(Значение итоговой метрики в конце 200 эпохи, без усреднения, только по одному запуску)

Результаты	DANN	Source-Only	Target-Only
Наш эксперимент	0.94	0.934	0.975
Статья	0.964	0.961	-

ResNet50(Anya, Boris, Ivan, Katya, Masha)