Image Classification on ImageNet V
70.6AccuracyMVT + FT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MVT + FTArch=ViT-g2025.12 | 70.6 | — | |
| MVT + FTMLLM=MMICL, Backbone=ViT-L2025.12 | 68.8 | — | |
| MVTMLLM=MMICL, Backbone=CLIP ViT-L, Fine-tuned=true2025.12 | 68.8 | — | |
| MVT + FTArch=ViT-L2025.12 | 68.8 | — | |
| MVTArch=ViT-g2025.12 | 66.3 | — | |
| ADTEStream Type=Randomized interleaved2026.02 | 65.6 | — | |
| Vanilla FTArch=ViT-g2025.12 | 65.6 | — | |
| ADTE_randomStream Type=Randomized interleaved, Variant=random2026.02 | 65.4 | — | |
| EVAArch=ViT-g2025.12 | 64.9 | — | |
| MVTMLLM=MMICL, Backbone=ViT-L2025.12 | 62.1 | — | |
| MVTMLLM=MMICL, Backbone=CLIP ViT-L2025.12 | 62.1 | — | |
| MVTArch=ViT-L2025.12 | 62.1 | — | |
| VQAArch=ViT-g2025.12 | 59.2 | — | |
| VQAArch=ViT-L2025.12 | 56.2 | — | |
| MVT + FTMLLM=Otter, Backbone=ViT-L2025.12 | 55.7 | — | |
| MVTMLLM=Otter, Backbone=CLIP ViT-L, Fine-tuned=true2025.12 | 55.7 | — | |
| MVTArch=ResNet-50, Supervisor=MMICL [280]2025.12 | 54.1 | — | |
| Vanilla FTArch=ViT-L2025.12 | 53.6 | — | |
| MVTArch=ViT-B/32, Supervisor=MMICL [280]2025.12 | 53.1 | — | |
| MVTMLLM=Otter, Backbone=ViT-L2025.12 | 51.9 | — | |
| MVTMLLM=Otter, Backbone=CLIP ViT-L2025.12 | 51.9 | — | |
| CLIPMLLM=None, Backbone=ViT-L2025.12 | 51.8 | — | |
| CLIPMLLM=None, Backbone=CLIP ViT-L2025.12 | 51.8 | — | |
| CLIPArch=ViT-L2025.12 | 51.8 | — | |
| MVTArch=ResNet-50, Fine-tuning=true, Supervisor=MMICL [280]2025.12 | 38.2 | — | |
| MVTArch=ViT-B/32, Fine-tuning=true, Supervisor=MMICL [280]2025.12 | 37.6 | — | |
| CLIPArch=RN1012025.12 | 35.4 | — | |
| CLIPArch=ResNet-502025.12 | 31.1 | — | |
| CLIPArch=RN502025.12 | 31.1 | — | |
| CLIPArch=ViT-B/322025.12 | 30.5 | — | |
| CLIPArch=ViT-B2025.12 | 30.5 | — | |
| C-TPT2026.02 | — | 62.6 | |
| CLIP2026.02 | — | 60.84 | |
| Fair Context Learning2026.02 | — | 64.23 | |
| MTA2026.02 | — | 63.6 | |
| R-TPT2026.02 | — | 63.98 | |
| RLCF2026.02 | — | 63.02 | |
| TPS2026.02 | — | 63.68 | |
| TPT2026.02 | — | 63.38 | |
| TTL2026.02 | — | 64.36 | |
| ZERO2026.02 | — | 64.16 |