Domain Conversion on MiniDomainNet
41.96CLIP SimilarityFREEDOM
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FREEDOMBackbone=CLIP ViT-L/14, k=20, n=7, m=72024.12 | 41.96 | 31.65 | 41.12 | 34.36 | 37.27 | |
| SEARLEBackbone=CLIP ViT-L/142024.12 | 25.04 | 18.72 | 23.75 | 19.61 | 21.78 | |
| MagicLensBackbone=CLIP ViT-L/142024.12 | 24.4 | 17.54 | 28.59 | 9.71 | 20.06 | |
| CompoDiffBackbone=CLIP ViT-L/142024.12 | 19.06 | 24.27 | 23.41 | 25.05 | 22.95 | |
| Pic2WordBackbone=CLIP ViT-L/142024.12 | 13.39 | 8.63 | 17.96 | 8.03 | 12 | |
| Text + ImageBackbone=CLIP ViT-L/14, combination=Sum2024.12 | 9.59 | 9.97 | 9.22 | 8.53 | 9.33 | |
| Text × ImageBackbone=CLIP ViT-L/14, combination=Product2024.12 | 9.01 | 8.66 | 15.87 | 5.9 | 9.86 | |
| WeiComBackbone=CLIP ViT-L/142024.12 | 7.52 | 7.04 | 15.13 | 4.4 | 8.52 | |
| ImageBackbone=CLIP ViT-L/142024.12 | 7.15 | 7.31 | 4.38 | 7.78 | 6.66 | |
| TextBackbone=CLIP ViT-L/142024.12 | 0.63 | 0.52 | 0.63 | 0.51 | 0.57 |