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Medical Image Classification on Harvard-FairVLMed Linear Probing (test)

69.04Overall F1 Score

FairEnc

Updated 27d ago

Evaluation Results

Method	Links
FairEnc 2026.05		69.04	66.37	71.23	68.49	69.04	-	-	-	-	-	-	-	68.49
FairEnc 2026.05		69.04	65.68	-	-	-	66.72	71.86	-	-	-	-	-	66.72
FairEnc 2026.05		69.04	66.85	-	-	-	-	-	69.17	65.88	-	-	-	65.88
FairEnc 2026.05		69.04	62.31	-	-	-	-	-	-	-	69.55	71.3	60.67	60.67
FairMoE 2026.05		68.95	66.3	-	-	-	67.15	71.15	-	-	-	-	-	67.15
FairMoE 2026.05		68.75	65.07	70.21	65.16	69.38	-	-	-	-	-	-	-	65.16
Robust FairCLIP 2026.05		68.39	64.97	70.72	66.54	68.64	-	-	-	-	-	-	-	66.54
FairCLIP 2026.05		68.07	65.14	-	-	-	-	-	68.17	65.07	-	-	-	65.07
FairCLIP 2026.05		68.06	65.06	-	-	-	65.97	70.59	-	-	-	-	-	65.97
FairCLIP 2026.05		67.86	64.42	-	-	-	-	-	-	-	67.88	67.44	69.5	67.44
CLIP 2026.05		67.82	64.75	70.3	66.24	67.98	-	-	-	-	-	-	-	66.24
CLIP 2026.05		67.82	64.94	-	-	-	65.82	70.25	-	-	-	-	-	65.82
CLIP 2026.05		67.82	64.39	-	-	-	-	-	68.02	62.66	-	-	-	62.66
CLIP 2026.05		67.82	61.62	-	-	-	-	-	-	-	68.08	71.68	63.7	63.7
FairCLIP 2026.05		67.04	63.4	70.15	65.47	67.11	-	-	-	-	-	-	-	65.47
Robust FairCLIP 2026.05		67.01	59.87	-	-	-	-	-	-	-	67.11	73.73	65.21	65.21
Robust FairCLIP 2026.05		66.29	63.73	-	-	-	64.45	68.51	-	-	-	-	-	64.45
JTT CLIP 2026.05		65.3	63.28	66.34	66.04	65.17	-	-	-	-	-	-	-	65.17
JTT CLIP 2026.05		65.3	62.12	-	-	-	62.99	68.12	-	-	-	-	-	62.99
JTT CLIP 2026.05		65.3	60.84	-	-	-	-	-	65.58	58.1	-	-	-	58.1
JTT CLIP 2026.05		65.3	58.13	-	-	-	-	-	-	-	65.67	65.4	60.69	60.69
FairMoE 2026.05		63.56	58.51	-	-	-	-	-	63.85	55.44	-	-	-	55.44
Robust FairCLIP 2026.05		63.33	57.64	-	-	-	-	-	63.68	53.68	-	-	-	53.68
FairMoE 2026.05		63.06	54.79	-	-	-	-	-	-	-	63.17	71.55	60.38	60.38