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Adversarial Robustness on Tiny-ImageNet (test)

42.76Natural Accuracy (Best)

PGD-10 AT

Updated 4d ago

Evaluation Results

Method	Links
PGD-10 AT 2021.11		42.76	19.84	46.57	14.18	15.7	-	-	-	-	-	-
PGD-10 AT (Sub-AT Variant) 2021.11		40.99	21.87	41.27	21.6	8.6	-	-	-	-	-	-
PGD-10 AT (Sub-AT Variant) 2021.11		40.88	21.42	42.27	21.41	8.6	-	-	-	-	-	-
PGD-10 Sub-AT 2021.11		40.82	20.52	40.78	19.55	12.1	-	-	-	-	-	-
Fast Sub-AT 2021.11		39.38	16.75	39.19	16.17	1.3	-	-	-	-	-	-
Fast Sub-AT 2021.11		38.11	18.52	38.306	18.13	1.3	-	-	-	-	-	-
Fast Sub-AT 2021.11		37.32	18.79	37.2	18.22	1.3	-	-	-	-	-	-
Fast AT 2021.11		28.79	11.9	42.54	0	3.5	-	-	-	-	-	-
None (clean) 2022.01		-	-	-	-	-	49.34	25.67	22.99	22.86	20.67	18.54
Adversarial Poisoning 2022.01		-	-	-	-	-	49.52	22.93	20.01	19.91	18.75	16.83
Hypocritical Perturbation 2022.01		-	-	-	-	-	55.92	20.21	15.61	15.26	14.99	12.53
None (clean) 2022.01		-	-	-	-	-	49.34	25.67	22.99	22.86	20.67	18.54
Adversarial Poisoning 2022.01		-	-	-	-	-	49.52	22.93	20.01	19.91	18.75	16.83
Hypocritical Perturbation 2022.01		-	-	-	-	-	55.92	20.21	15.61	15.26	14.99	12.53