Image Classification on ImageNet Cross-Domain Variants (test)
76.26ImageNet-S AccuracyUMFC-EMA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UMFC-EMASetting=Test-Time Adaptation, Update Strategy=EMA2024.11 | 76.26 | — | — | 42.21 | 67.82 | 62.1 | |
| UMFC-MemorySetting=Test-Time Adaptation, Update Strategy=Memory2024.11 | 75.15 | — | — | 42.76 | 67.03 | 61.65 | |
| CLIPSetting=Test-Time Adaptation2024.11 | 74.58 | — | — | 42.13 | 66.95 | 61.22 | |
| TPTSetting=Test-Time Adaptation2024.11 | 67.49 | — | — | 47.16 | 59.95 | 58.2 | |
| CDC2024.10 | 50.33 | 71.76 | 64.87 | 50.4 | 78.1 | 60.93 | |
| CLIP-SVDtraining_protocol=16-shots2025.09 | 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 | |
| MaPLetraining_protocol=16-shots2025.09 | 49.15 | 70.72 | 64.07 | 50.9 | 76.98 | 62.36 | |
| KgCoOptraining_protocol=16-shots2025.09 | 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-CoOptraining_protocol=16-shots2025.09 | 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 | |
| CoOptraining_protocol=16-shots2025.09 | 47.99 | 71.51 | 64.2 | 49.71 | 75.21 | 61.72 | |
| ProGradtraining_protocol=16-shots2025.09 | 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 | |
| CLIPtraining_protocol=16-shots2025.09 | 46.15 | 66.73 | 60.83 | 47.77 | 73.96 | 59.09 | |
| TaskRestraining_protocol=16-shots2025.09 | 43.76 | 70.84 | 62.15 | 43.91 | 71.59 | 58.45 | |
| CLIP-Adaptertraining_protocol=16-shots2025.09 | 39.88 | 68.46 | 59.55 | 38.83 | 64.62 | 54.27 | |
| TIP-Adaptertraining_protocol=16-shots2025.09 | 29.21 | 53.81 | 45.69 | 36.04 | 55.26 | 44 | |
| TIP-Adapter-Ftraining_protocol=16-shots2025.09 | 27.13 | 51.71 | 43.07 | 27.04 | 45.07 | 38.8 |