Text-to-Image Retrieval on DeepFashion (test)
8.9R@1ACT-df
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ACT-dfA-C Database source=DeepFashion, Method family=ACT2025.05 | 8.9 | 30.3 | 40.9 | 43.7 | 66.5 | 75.6 | |
| ACT-facadA-C Database source=FACAD, Method family=ACT2025.05 | 8.7 | 30.2 | 40.7 | 42.8 | 66.1 | 75.4 | |
| SigLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 8.3 | 30.7 | 42.1 | 41.7 | 65.9 | 75.3 | |
| O-CLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 8 | 27.2 | 37.8 | 39.8 | 64 | 74 | |
| F-CLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 7.4 | 25.4 | 35 | 36.3 | 60.3 | 70.5 | |
| OF-CLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 7.2 | 24.5 | 34.4 | 35.8 | 60.7 | 71.2 | |
| SigLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 7 | 25.9 | 36.4 | 35.2 | 56.8 | 68.1 | |
| O-CLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 6.5 | 23 | 32.4 | 32.4 | 56.2 | 66.7 | |
| EVA-CLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 6.3 | 21.9 | 31.6 | 31.7 | 53.9 | 65.4 | |
| SigLIPMode=Zero-Shot2025.05 | 6.2 | 22.8 | 32.2 | 31.1 | 53.6 | 63.9 | |
| O-CLIPMode=Zero-Shot2025.05 | 6.1 | 20.4 | 29.1 | 29.8 | 52.7 | 63.7 | |
| F-CLIPMode=Zero-Shot2025.05 | 6 | 20.5 | 29.2 | 29.7 | 51.2 | 61.8 | |
| F-CLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 6 | 20.6 | 29.5 | 29.5 | 52.6 | 63.1 | |
| OF-CLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 5.9 | 20.9 | 29.8 | 29.8 | 54.2 | 64.9 | |
| OF-CLIPMode=Zero-Shot2025.05 | 5.4 | 18.1 | 26 | 26.8 | 49.1 | 60.6 | |
| EVA-CLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 4.9 | 16.9 | 24.9 | 24.6 | 45.7 | 56.1 | |
| EVA-CLIPMode=Zero-Shot2025.05 | 4.5 | 15.1 | 21.8 | 22.5 | 41.2 | 51.7 | |
| CLIP-ft-dfTraining Source=DeepFashion, Fine-tuned=true2025.05 | 2.9 | 9.5 | 14.2 | 14 | 29.9 | 39.3 | |
| CLIP-ft-facadTraining Source=FACAD, Fine-tuned=true2025.05 | 2.3 | 7.9 | 12.2 | 11.4 | 26.5 | 35.8 | |
| CLIPMode=Zero-Shot2025.05 | 1.9 | 6.1 | 9.1 | 9.2 | 20.1 | 27.8 |