Image Classification on ICinW
48.9Average AccuracyMaskCLIP
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MaskCLIPPre-training dataset=ICinW Academic Track, Evaluation protocol=Zero-shot, Backbone=ViT-B2022.08 | 48.9 | 86.4 | 95.3 | 78.3 | 11.6 | 33 | 57.7 | 18.8 | 8 | 78.9 | 17.3 | 52.8 | 16 | 7.3 | 74.2 | 74.4 | 52.1 | 46.2 | 54.3 | 26.5 | 82.3 | |
| KLITEPre-training dataset=ICinW Academic Track, Evaluation protocol=Zero-shot, Backbone=Swin-B2022.08 | 45.5 | 87.4 | 92.7 | 68.8 | 8.2 | 32.2 | 27.9 | 17.4 | 4.3 | 72.4 | 11.4 | 48.4 | 31.1 | 12.8 | 75.6 | 65.9 | 50.6 | 52.9 | 44.4 | 10.2 | 82.3 | |
| YT-CLIPPre-training dataset=ICinW Academic Track, Evaluation protocol=Zero-shot2022.08 | 44.5 | 77.8 | 83.5 | 58.4 | 11.9 | 31.9 | 40.7 | 27.1 | 6.9 | 68.7 | 18.8 | 52.3 | 9.1 | 18.8 | 53.1 | 69.3 | 51.5 | 50.3 | 52.7 | 19.7 | 79.3 | |
| UniCLPre-training dataset=ICinW Academic Track, Evaluation protocol=Zero-shot, Backbone=Focal-B2022.08 | 44 | 84.8 | 90.2 | 67.8 | 6.7 | 25.4 | 35.3 | 30.8 | 3.5 | 68.3 | 11.1 | 51 | 17.9 | 11.3 | 71.7 | 44.9 | 52.1 | 49.5 | 41.4 | 24.2 | 81.3 | |
| GramerPre-training dataset=ICinW Academic Track, Evaluation protocol=Zero-shot, Backbone=Swin-B2022.08 | 43.2 | 83.9 | 92.9 | 69.5 | 7.3 | 25.5 | 24.4 | 30.4 | 2.7 | 71 | 9 | 52.6 | 12.4 | 10.1 | 70.4 | 52.4 | 50.6 | 50.1 | 44.8 | 13.8 | 81.3 | |
| MaskCLIPPre-training dataset=YFCC-15M, Evaluation protocol=Zero-shot, Backbone=ViT-B2022.08 | 40.1 | 72 | 80.2 | 57.5 | 12.6 | 27.9 | 44 | 20.3 | 6.1 | 64.9 | 8.5 | 52 | 34.3 | 4.9 | 57 | 34.3 | 50.1 | 49.9 | 35.7 | 6.7 | 82.1 | |
| SLIPPre-training dataset=YFCC-15M, Evaluation protocol=Zero-shot2022.08 | 37.8 | 70.9 | 82.6 | 48.6 | 11.8 | 26.6 | 19.8 | 18.1 | 5.6 | 59.9 | 12.6 | 51.8 | 29.4 | 9.8 | 56.3 | 31.4 | 55.3 | 51.5 | 28.5 | 5.4 | 80.5 | |
| CLIPPre-training dataset=YFCC-15M, Evaluation protocol=Zero-shot2022.08 | 34 | 58.6 | 68.5 | 36.9 | 10.8 | 21.4 | 30.5 | 16.9 | 5.1 | 51.6 | 6.5 | 51.1 | 25.9 | 5 | 52.7 | 28.6 | 51.7 | 52.5 | 22.4 | 4.5 | 79.1 |