Composed Image Retrieval on ZeroSight (test)
32PNR-mAP@5LinCIR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LinCIRBackbone=ViT-G/14, Training-free=false2026.06 | 32 | 38.57 | 42.38 | 42.51 | 38.87 | |
| SEARLEBackbone=ViT-G/14, Training-free=false2026.06 | 31.46 | 37.95 | 41.72 | 41.83 | 38.23 | |
| LinCIRBackbone=ViT-L/14, Training-free=false2026.06 | 28.13 | 34.48 | 38.03 | 38.93 | 34.89 | |
| SEARLEBackbone=ViT-L/14, Training-free=false2026.06 | 26.12 | 32.17 | 35.55 | 36.41 | 32.56 | |
| DCNetTraining=Trained on ZeroSight training set2026.06 | 25.31 | 26.01 | 26.9 | 27.92 | 26.54 | |
| SEARLE-OTIBackbone=ViT-L/14, Training-free=false2026.06 | 24.93 | 30.68 | 33.89 | 34.71 | 31.05 | |
| CLIP4CIRTraining=Trained on ZeroSight training set2026.06 | 23.67 | 29.23 | 33.44 | 34.93 | 30.32 | |
| DWCTraining=Trained on ZeroSight training set2026.06 | 23.14 | 25.33 | 28.24 | 29.85 | 26.64 | |
| SEARLEBackbone=ViT-B/32, Training-free=false2026.06 | 22.65 | 25.58 | 27.98 | 28.84 | 26.26 | |
| SEARLE-OTIBackbone=ViT-B/32, Training-free=false2026.06 | 21.39 | 24.17 | 26.45 | 27.27 | 24.82 | |
| TIRGTraining=Trained on ZeroSight training set2026.06 | 20.43 | 23.52 | 26.63 | 27.17 | 24.44 | |
| MAAFTraining=Trained on ZeroSight training set2026.06 | 20.16 | 24.72 | 28.33 | 29.84 | 25.76 | |
| VALTraining=Trained on ZeroSight training set2026.06 | 19.25 | 22.04 | 25.75 | 26.92 | 23.49 | |
| SEIZE+SC4CIRBackbone=ViT-G/14, Training-free=true2026.06 | 18.11 | 19.76 | 21.93 | 22.98 | 20.7 | |
| SEIZEBackbone=ViT-G/14, Training-free=true2026.06 | 16.63 | 18.37 | 20.47 | 21.54 | 19.25 | |
| Pic2WordBackbone=ViT-G/14, Training-free=false2026.06 | 16.07 | 19.39 | 21.25 | 21.73 | 19.61 | |
| Image-onlyBackbone=ViT-L/14, Training-free=true2026.06 | 15.62 | 17.26 | 19.38 | 20.54 | 18.2 | |
| SEIZE+SC4CIRBackbone=ViT-L/14, Training-free=true2026.06 | 15.13 | 16.56 | 18.03 | 18.91 | 17.16 | |
| Pic2WordBackbone=ViT-L/14, Training-free=false2026.06 | 15.06 | 18.09 | 19.78 | 20.21 | 18.28 | |
| AMCTraining=Trained on ZeroSight training set2026.06 | 14.91 | 16.44 | 18.47 | 19.47 | 17.32 | |
| ARTEMISTraining=Trained on ZeroSight training set2026.06 | 14.34 | 15.51 | 17.06 | 17.92 | 16.21 | |
| SEIZEBackbone=ViT-L/14, Training-free=true2026.06 | 13.02 | 14.36 | 15.98 | 16.8 | 15.04 | |
| PALAVRABackbone=ViT-B/32, Training-free=false2026.06 | 12.67 | 13.89 | 15.51 | 16.36 | 14.61 | |
| SEIZE+SC4CIRBackbone=ViT-B/32, Training-free=true2026.06 | 12.59 | 13.71 | 15.21 | 16.12 | 14.41 | |
| CIReVLBackbone=ViT-G/14, Training-free=true2026.06 | 12 | 13.24 | 14.74 | 15.49 | 13.87 | |
| SEIZEBackbone=ViT-B/32, Training-free=true2026.06 | 10.64 | 11.61 | 12.94 | 13.65 | 12.21 | |
| CIReVLBackbone=ViT-L/14, Training-free=true2026.06 | 9.45 | 10.4 | 11.74 | 12.42 | 11 | |
| Text-onlyBackbone=ViT-L/14, Training-free=true2026.06 | 8.38 | 9.19 | 10.27 | 10.84 | 9.67 | |
| CIReVLBackbone=ViT-B/32, Training-free=true2026.06 | 7.76 | 8.51 | 9.57 | 10.12 | 8.99 | |
| CaptioningBackbone=ViT-L/14, Training-free=true2026.06 | 5.86 | 6.68 | 7.74 | 8.32 | 7.15 |