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ResearchFormerly WizWand

Binary Classification on Binary CIFAR100 imbalance ratio 1:200 (test)

69.9FPR @ 98% TPRW-BCE

Evaluation results

Method	Links
W-BCE2023.03		69.9	51.4	41.6	84.3
LDAM2023.03		70.2	56.8	37.4	84.1
ALM + W-BCE2021.02		79	62	44	81.3
W-BCE2023.03		79	62	44	81.3
S-FL2023.03		79.2	65.8	47.2	83.1
LDAM2021.02		80	67	45	82.1
LDAM2023.03		80	67	45	82.1
A-FL2023.03		81.2	—	37.8	83.7
S-ML2023.03		81.8	62.8	48.4	82.4
ALM + LDAM2021.02		84	61	46	81.5
LDAM2023.03		84	61	46	81.5
ALM + S-FL2021.02		85	76	50	80.8
ALM + CB-BCE2021.02		85	66	44	81
S-FL2023.03		85	76	50	80.8
CB-BCE2023.03		85	66	44	81
CB-BCE2023.03		85	64	40.4	81.4
BCE2023.03		85.2	66.8	43	83.1
A-ML2023.03		86.2	59	43	83.4
ALM + BCE2021.02		87	66	57	80.9
ALM + S-ML2021.02		87	73	55	80.7
BCE2023.03		87	66	57	80.9
S-ML2023.03		87	73	55	80.7
MBAUC2021.02		88	63	48	80.3
ALM + A-FL2021.02		88	76	46	80.7
A-FL2023.03		88	76	46	80.7
S-FL2021.02		90	78	50	80.1
S-FL2023.03		90	78	50	80.1
A-FL2021.02		91	78	50	80
A-FL2023.03		91	78	50	80
ALM + A-ML2021.02		92	63	45	81
A-ML2023.03		92	63	45	81
CB-BCE2021.02		93	78	51	78.7
CB-BCE2023.03		93	78	51	78.7
BCE2021.02		94	77	61	79.1
BCE2023.03		94	77	61	79.1
S-ML2021.02		95	75	64	79.7
A-ML2021.02		95	75	66	79.8
W-BCE2021.02		95	63	51	79.7
S-ML2023.03		95	75	64	79.7
A-ML2023.03		95	75	66	79.8
W-BCE2023.03		95	63	51	79.7