Binary Classification on Melanoma imb. 1:170 (test) benchmark leaderboard · SOTA2 Research

Binary Classification on Melanoma imb. 1:170 (test)

46.6FPR @ 98% TPRS-ML

Evaluation Results

Method	Links
S-ML2023.03		46.6	42.8	38.4	37.4	85.3
A-ML2023.03		47.5	42.9	40.4	36.6	85.4
S-FL + ALM2023.03		47.8	42.7	39.2	38.1	84
A-FL + RankReg2023.03		48	36.2	30.7	28.8	86.3
A-FL + ALM2023.03		49	42.4	40.1	38.1	83.6
BCE + RankReg2023.03		49.4	37.9	33.9	31.6	86.8
BCE2023.03		49.8	45.9	38.6	35.5	85.7
BCE + ALM2023.03		49.9	41.8	40	37.7	85.6
A-ML + ALM2023.03		51	41.5	37.5	37.1	83.7
S-ML + ALM2023.03		51.3	40.5	39.8	36.2	83.5
S-ML + RankReg2023.03		54.6	42.4	36.1	34.4	86.3
A-FL2023.03		55.6	45	42.7	41.2	84.4
W-BCE + RankReg2023.03		56.4	41.1	33	30.5	90.9
S-FL + RankReg2023.03		56.6	37.8	31.2	29.8	86.1
CB-BCE + RankReg2023.03		57.8	44.9	35.7	34.7	83.7
A-ML + RankReg2023.03		58.3	40.8	36.7	33.9	86.2
S-FL2023.03		59	47.3	44.4	39.5	83.8
LDAM2023.03		59.7	48.2	46.2	39	83.4
CB-BCE + ALM2023.03		60.8	59.5	46.3	45.8	81.5
LDAM + ALM2023.03		62.7	47.7	43.3	40.7	81.5
LDAM + RankReg2023.03		65.6	47.5	45.7	43.9	81.7
W-BCE + ALM2023.03		66	48	31	30.7	89.3
CB-BCE2023.03		67.2	59.5	35.7	33.2	82.6
W-BCE2023.03		69	52	37	32.1	87.4