Text-to-Image Retrieval on Urban1k
95.2R@1DeBias-CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DeBias-CLIPBackbone=ViT-L/14, Venue=-2026.02 | 95.2 | — | — | |
| FineLIPBackbone=ViT-L/14, Venue=CVPR252026.02 | 93.9 | — | — | |
| DeBias-CLIPBackbone=ViT-B/16, Venue=-2026.02 | 93 | — | — | |
| TULIPBackbone=ViT-L/14, Venue=ICLR252026.02 | 91.1 | — | — | |
| LongD-CLIPBackbone=ViT-L/14, Venue=CVPR252026.02 | 90.8 | — | — | |
| SmartCLIPBackbone=ViT-L/14, Venue=CVPR252026.02 | 90.1 | — | — | |
| FineLIPBackbone=ViT-B/16, Venue=CVPR252026.02 | 90 | — | — | |
| MulCLIPBackbone=ViT-L/14, Training Data=DCI2025.12 | 88.1 | 97 | — | |
| Fix-CLIPBackbone=ViT-L/14, Venue=ICCV252026.02 | 87.7 | — | — | |
| SmartCLIPBackbone=ViT-B/16, Venue=CVPR252026.02 | 87.4 | — | — | |
| LongD-CLIPBackbone=ViT-B/16, Venue=CVPR252026.02 | 87.3 | — | — | |
| TULIPBackbone=ViT-B/16, Venue=ICLR252026.02 | 86.6 | — | — | |
| Long-CLIPBackbone=ViT-L/14, Venue=ECCV242026.02 | 86 | — | — | |
| MulCLIPBackbone=ViT-L/14, Training Data=DOCCI2025.12 | 85.8 | 97.1 | — | |
| GOALBackbone=ViT-L/14, Training Data=DCI2025.12 | 84.5 | 96.4 | — | |
| GOALBackbone=ViT-L/14, Training Data=DOCCI2025.12 | 83 | 95.4 | — | |
| Fix-CLIPBackbone=ViT-B/16, Venue=ICCV252026.02 | 81.1 | — | — | |
| MulCLIPBackbone=ViT-B/16, Training Data=DCI2025.12 | 80.9 | 93.9 | — | |
| Long-CLIPBackbone=ViT-B/16, Venue=ECCV242026.02 | 79.5 | — | — | |
| MulCLIPBackbone=ViT-B/16, Training Data=DOCCI2025.12 | 77.3 | 92.6 | — | |
| GOALBackbone=ViT-B/16, Training Data=DCI2025.12 | 77.2 | 93.7 | — | |
| GOALBackbone=ViT-B/16, Training Data=DOCCI2025.12 | 73.2 | 92.7 | — | |
| FineLipBackbone=ViT-L/14, Training Data=DCI2025.12 | 68.5 | 86.1 | — | |
| FineLipBackbone=ViT-B/16, Training Data=DOCCI2025.12 | 67.5 | 88 | — | |
| FineLipBackbone=ViT-L/14, Training Data=DOCCI2025.12 | 67.4 | 87.6 | — | |
| FineLipBackbone=ViT-B/16, Training Data=DCI2025.12 | 64 | 84.6 | — | |
| CLIPBackbone=ViT-L/14, Venue=ICML212026.02 | 56.1 | — | — | |
| CLIPBackbone=ViT-B/16, Venue=ICML212026.02 | 53.4 | — | — | |
| CE-CLIPModel=CE-CLIP2025.09 | — | — | 65 | |
| CLIPModel=CLIP2025.09 | — | — | 49.6 | |
| DACLLMModel=DACLLM2025.09 | — | — | 23.9 | |
| DCIP1Model=DCIP12025.09 | — | — | 43 | |
| DreamLIPModel=DreamLIP2025.09 | — | — | 79.6 | |
| LongCLIPModel=LongCLIP2025.09 | — | — | 77.7 | |
| LSSModel=LSS2025.09 | — | — | 74.1 | |
| NegCLIPModel=NegCLIP2025.09 | — | — | 62.7 | |
| SigLIPModel=SigLIP2025.09 | — | — | 62.3 |