Image Classification on 20 Other Datasets
99.4CIFAR-10 AccuracyInternVL-C
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InternVL-Cmode=zero-shot2023.12 | 99.4 | 93.2 | 80.6 | 89.5 | 76 | 52.7 | 34.1 | 94.2 | 72 | 70.7 | 79.4 | 56.2 | 86.1 | 95.3 | 65.5 | 96 | 67.9 | 74.2 | 99.5 | 80 | 78.1 | |
| EVA-02-CLIP-Emode=zero-shot2023.12 | 99.3 | 92.5 | 76.7 | 89 | 76.5 | 47.9 | 34.7 | 94.4 | 56.3 | 68.2 | 77.6 | 55.1 | 82.5 | 95.2 | 67.1 | 95.6 | 61.1 | 73.5 | 99.2 | 83 | 76.3 | |
| EVA-02-CLIP-E+mode=zero-shot2023.12 | 99.3 | 93.1 | 74.7 | 90.5 | 75.1 | 54.1 | 35.7 | 94.6 | 58.1 | 68.2 | 75.8 | 58.6 | 84.5 | 94.9 | 67.7 | 95.8 | 61.4 | 75.6 | 99.2 | 85.6 | 77.1 | |
| EVA-01-CLIP-g+mode=zero-shot2023.12 | 99.1 | 90.1 | 71.8 | 88.1 | 74.3 | 39.4 | 30.8 | 90.7 | 52.6 | 67.3 | 73.2 | 56 | 79.7 | 93.7 | 66.5 | 94.8 | 58.6 | 71.4 | 99.5 | 82.9 | 74 | |
| EVA-02-CLIP-L+mode=zero-shot2023.12 | 98.9 | 89.8 | 64.3 | 89.5 | 74.8 | 37.5 | 33.6 | 91.6 | 45.8 | 64.5 | 71.4 | 51 | 77.2 | 94.2 | 57.6 | 94.2 | 64.6 | 69.8 | 99.7 | 82.7 | 72.6 | |
| EVA-01-CLIP-gmode=zero-shot2023.12 | 98.3 | 88.7 | 62.3 | 87.7 | 74.2 | 32.4 | 28.6 | 91.7 | 50 | 61.3 | 73.6 | 52.2 | 74.5 | 93.5 | 49.1 | 94.2 | 58.4 | 70.3 | 98.9 | 83.2 | 71.2 | |
| OpenCLIP-gmode=zero-shot2023.12 | 98.2 | 84.7 | 71.9 | 88.1 | 74.1 | 44.6 | 30.9 | 94 | 51 | 68.7 | 64.7 | 55.8 | 81 | 92.4 | 49.7 | 93.9 | 56.7 | 69.6 | 98.9 | 81.6 | 72.5 | |
| OpenCLIP-Gmode=zero-shot2023.12 | 98.2 | 87.5 | 71.6 | 86.4 | 74.5 | 49.7 | 33.8 | 94.5 | 54.5 | 69 | 70 | 59.5 | 81.5 | 93.1 | 62.5 | 95.2 | 65.2 | 72.6 | 98.5 | 80.7 | 74.9 | |
| OpenCLIP-Hmode=zero-shot2023.12 | 97.4 | 84.7 | 72.9 | 85 | 75.2 | 42.8 | 30 | 93.5 | 52.9 | 67.8 | 72.7 | 52 | 80.1 | 92.7 | 58.4 | 94.5 | 64.3 | 70.5 | 98.5 | 77.7 | 73.2 | |
| OpenAI CLIP-L+mode=zero-shot2023.12 | 94.9 | 74.4 | 79 | 87.2 | 68.7 | 33.4 | 34.5 | 79.3 | 41 | 56 | 61.5 | 49.1 | 78.6 | 93.9 | 52.4 | 93.8 | 70.7 | 65.4 | 99.4 | 78.1 | 69.6 |