Binary Classification on CIFAR10 Binary imb. 200 (test) benchmark leaderboard · SOTA2 Research

Binary Classification on CIFAR10 Binary imb. 200 (test)

0.7FPR @ 98% TPRALM + BCE

Evaluation Results

Method	Links
ALM + BCE2021.02		0.7	0.54	0.39	0.867
ALM + S-ML2021.02		0.72	0.52	0.39	0.879
ALM + LDAM2021.02		0.73	0.61	0.43	0.856
A-ML2021.02		0.74	0.56	0.39	0.874
ALM + S-FL2021.02		0.74	0.55	0.41	0.869
BCE2021.02		0.75	0.55	0.4	0.873
S-ML2021.02		0.75	0.54	0.35	0.874
ALM + A-ML2021.02		0.75	0.74	0.35	0.876
A-FL2021.02		0.76	0.59	0.4	0.862
S-FL2021.02		0.78	0.59	0.43	0.857
LDAM2021.02		0.78	0.63	0.45	0.864
ALM + A-FL2021.02		0.78	0.57	0.37	0.87
ALM + W-BCE2021.02		0.83	0.69	0.54	0.81
ALM + CB-BCE2021.02		0.85	0.69	0.53	0.8
CB-BCE2021.02		0.87	0.74	0.61	0.78
W-BCE2021.02		0.88	0.75	0.62	0.783
MBAUC2021.02		0.89	0.83	0.69	0.679
A-ML + RankReg2023.03		64.9	50.4	38.1	89.2
S-ML + RankReg2023.03		65.8	51.8	41.3	88.2
LDAM + RankReg2023.03		65.8	47.3	33.8	89.7
W-BCE + RankReg2023.03		66.3	49.6	39.5	89.4
BCE + RankReg2023.03		67.3	52.7	37.8	89.6
A-FL + RankReg2023.03		68.6	53.6	35.6	88.4
BCE + ALM2023.03		70	54	39	86.7
S-FL + RankReg2023.03		70.5	46.5	40.2	87.7
S-ML + ALM2023.03		72	52	39	87.9
CB-BCE + RankReg2023.03		72	54.8	44.5	87.1
LDAM + ALM2023.03		73	61	43	85.6
S-FL + ALM2023.03		74	55	41	86.9
A-ML2023.03		74	56	39	87.4
BCE2023.03		75	55	40	87.3
S-ML2023.03		75	54	35	87.4
A-ML + ALM2023.03		75	54	35	87.6
A-FL2023.03		76	59	40	86.2
S-FL2023.03		78	59	43	85.7
A-FL + ALM2023.03		78	57	37	87
LDAM2023.03		78	63	45	86.4
W-BCE + ALM2023.03		83	69	54	81
CB-BCE + ALM2023.03		85	69	53	80
CB-BCE2023.03		87	74	61	78
W-BCE2023.03		88	75	62	78.3