Image Classification on ImageNet Cross-Domain Variants (test) benchmark leaderboard · SOTA2 Research

Image Classification on ImageNet Cross-Domain Variants (test)

76.26ImageNet-S AccuracyUMFC-EMA

Evaluation Results

Method	Links
UMFC-EMA2024.11		76.26	—	—	42.21	67.82	62.1
UMFC-Memory2024.11		75.15	—	—	42.76	67.03	61.65
CLIP2024.11		74.58	—	—	42.13	66.95	61.22
TPT2024.11		67.49	—	—	47.16	59.95	58.2
CDC2024.10		50.33	71.76	64.87	50.4	78.1	60.93
CLIP-SVD2025.09		49.62	72.15	65.03	49.17	76.79	62.55
MaPLe2024.10		49.15	70.72	64.07	50.9	76.98	60.28
MaPLe2025.09		49.15	70.72	64.07	50.9	76.98	62.36
KgCoOp2025.09		48.97	71.2	64.1	50.69	76.7	62.33
Co-CoOp2024.10		48.75	71.02	64.07	50.63	76.18	59.91
Co-CoOp2025.09		48.75	71.02	64.07	50.63	76.18	62.13
CoOp2024.10		47.99	71.51	64.2	49.71	75.21	59.28
CoOp2025.09		47.99	71.51	64.2	49.71	75.21	61.72
ProGrad2025.09		47.61	72.24	64.73	49.39	74.58	61.71
CLIP2024.10		46.15	66.73	60.83	47.77	73.96	57.18
CLIP2025.09		46.15	66.73	60.83	47.77	73.96	59.09
TaskRes2025.09		43.76	70.84	62.15	43.91	71.59	58.45
CLIP-Adapter2025.09		39.88	68.46	59.55	38.83	64.62	54.27
TIP-Adapter2025.09		29.21	53.81	45.69	36.04	55.26	44
TIP-Adapter-F2025.09		27.13	51.71	43.07	27.04	45.07	38.8