Image Classification on 13 Diverse Datasets (CIFAR10, ImageNet, DTD, etc.)
98.5CIFAR10 AccuracyUNICOM
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| UNICOMBackbone=ViT L/14, Resolution=224x2242023.04 | 98.5 | 90.8 | 95.7 | 94.6 | 99.3 | 93.4 | 82.4 | 80 | 82.2 | 74.5 | 94.2 | 96.7 | 81.8 | 89.5 | |
| UNICOMBackbone=ViT L/14, Resolution=336x3362023.04 | 98.5 | 90.7 | 95.7 | 95.1 | 99.4 | 94.3 | 85.1 | 79.7 | 82 | 78.1 | 94.5 | 97.2 | 82.7 | 90.2 | |
| CLIP-RBackbone=ViT L/14, Resolution=224x2242023.04 | 98.1 | 87.2 | 96 | 90.7 | 99.2 | 95.3 | 77.8 | 81.5 | 80.9 | 68 | 94.9 | 96.7 | 84.1 | 88.5 | |
| CLIPBackbone=ViT L/14, Resolution=224x2242023.04 | 98 | 87.5 | 96.5 | 90.9 | 99.2 | 95.2 | 77 | 81.8 | 82.1 | 69.4 | 95.1 | 98.2 | 83.9 | 88.8 | |
| CLIPBackbone=ViT L/14, Resolution=336x3362023.04 | 97.9 | 87.4 | 96 | 91.5 | 99.2 | 95.9 | 79.9 | 82.2 | 83 | 71.6 | 95.1 | 98.1 | 85.4 | 89.5 | |
| OPEN-CLIPBackbone=ViT L/14, Resolution=224x2242023.04 | 97.9 | 87.9 | 95.5 | 93.6 | 98.8 | 93.3 | 78 | 81 | 83 | 64.4 | 93.3 | 97.1 | 81.5 | 88.1 | |
| CLIP-RBackbone=ViT L/14, Resolution=336x3362023.04 | 97.8 | 87.1 | 96.3 | 91.4 | 99.2 | 95.9 | 80.9 | 82.2 | 82.4 | 71.2 | 95.1 | 96.8 | 84.9 | 89.3 | |
| UNICOMBackbone=ViT B/16, Resolution=224x2242023.04 | 97.3 | 87.7 | 95.1 | 94.3 | 98.9 | 91.2 | 79.3 | 77.1 | 81.2 | 73.4 | 93.9 | 97 | 79.1 | 88.1 | |
| UNICOMBackbone=ViT B/32, Resolution=224x2242023.04 | 96.8 | 86.6 | 94.6 | 93.3 | 98.5 | 85.8 | 70.2 | 74.6 | 78 | 70.7 | 93.1 | 96.8 | 75 | 85.7 | |
| OPEN-CLIPBackbone=ViT B/16, Resolution=224x2242023.04 | 96.4 | 84 | 94.1 | 91.8 | 98.1 | 90.7 | 71.2 | 78.7 | 81.6 | 59.3 | 90 | 96.2 | 78.5 | 85.4 | |
| CLIPBackbone=ViT B/16, Resolution=224x2242023.04 | 96.2 | 83.1 | 94.7 | 86.7 | 98.1 | 92.8 | 67.8 | 78.4 | 79.2 | 59.5 | 93.1 | 97.1 | 80.2 | 85.1 | |
| CLIP-RBackbone=ViT B/32, Resolution=224x2242023.04 | 96 | 82.5 | 94.1 | 86 | 97.8 | 92.7 | 61.1 | 79.1 | 78.4 | 58.9 | 93 | 95.3 | 75.3 | 83.9 | |
| CLIP-RBackbone=ViT B/16, Resolution=224x2242023.04 | 96 | 82.5 | 94.1 | 86 | 97.8 | 92.7 | 69.5 | 79.1 | 78.4 | 58.9 | 93 | 95.3 | 79.6 | 84.8 | |
| OPEN-CLIPBackbone=ViT B/32, Resolution=224x2242023.04 | 95.3 | 82.2 | 93.3 | 87.5 | 96.5 | 86.2 | 61.4 | 75.3 | 78.8 | 52.4 | 88 | 96.5 | 73.8 | 82.1 | |
| CLIPBackbone=ViT B/32, Resolution=224x2242023.04 | 95.1 | 80.5 | 93 | 81.8 | 96.9 | 88.8 | 58.5 | 76.6 | 76.5 | 52 | 90 | 97 | 76.1 | 81.8 |