Binary Classification on Binary CIFAR100 (imbalance ratio 1:100) (test) benchmark leaderboard · SOTA2 Research

Binary Classification on Binary CIFAR100 (imbalance ratio 1:100) (test)

64FPR @ 98% TPRS-ML + RankReg

Evaluation Results

Method	Links
S-ML + RankReg2023.03		64	44.8	34.5	85.4
A-FL + RankReg2023.03		70	53.4	35.8	84.6
LDAM + RankReg2023.03		70.3	51.6	35	84.7
ALM + LDAM2021.02		80	59	40	83.2
LDAM + ALM2023.03		80	59	40	83.2
MBAUC2021.02		81	62	41	82.3
A-ML + RankReg2023.03		81.6	43.4	32.6	85.5
LDAM2021.02		84	70	42	82.8
W-BCE + RankReg2023.03		84	60	41.1	82.9
LDAM2023.03		84	70	42	82.3
S-FL + RankReg2023.03		84.6	49.2	38.4	84.7
BCE + RankReg2023.03		85.2	42.4	28.7	85.5
ALM + A-FL2021.02		86	62	40	83.2
A-FL + ALM2023.03		86	62	40	83.2
ALM + W-BCE2021.02		87	53	39	83.2
W-BCE + ALM2023.03		87	53	39	83.2
A-FL2021.02		88	63	45	82.8
W-BCE2021.02		88	59	41	79.7
ALM + S-ML2021.02		88	69	41	81.7
ALM + S-FL2021.02		88	60	42	81.7
S-ML + ALM2023.03		88	69	41	81.7
S-FL + ALM2023.03		88	60	42	81.7
A-FL2023.03		88	63	45	82.8
W-BCE2023.03		88	59	41	79.7
S-ML2021.02		89	65	43	82.7
S-FL2021.02		89	62	44	82.6
ALM + A-ML2021.02		89	55	37	82.7
ALM + CB-BCE2021.02		89	59	36	83.8
S-ML2023.03		89	65	43	82.7
S-FL2023.03		89	62	44	82.6
A-ML + ALM2023.03		89	55	37	82.7
CB-BCE + ALM2023.03		89	59	36	83.8
CB-BCE + RankReg2023.03		89.8	48.6	33.4	84.1
A-ML2021.02		91	63	44	81.8
ALM + BCE2021.02		91	49	39	82.7
BCE + ALM2023.03		91	49	39	82.7
A-ML2023.03		91	63	44	81.8
BCE2021.02		93	63	47	81.8
CB-BCE2021.02		93	75	52	78.8
BCE2023.03		93	63	47	81.8
CB-BCE2023.03		93	75	52	78.8