Composed Image Retrieval on ZeroSight
33.04mAP@5LinCIR+SC4CIR
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LinCIR+SC4CIRBackbone=ViT-G/14, Training-free=false2026.06 | 33.04 | 39.68 | 43.57 | 43.79 | 40.02 | 26.55 | 35.28 | 39.9 | 40.21 | 35.49 | |
| LinCIRBackbone=ViT-G/14, Training-free=false2026.06 | 32 | 38.57 | 42.38 | 42.51 | 38.87 | 24.62 | 33.31 | 37.93 | 38.23 | 33.52 | |
| SEARLEBackbone=ViT-G/14, Training-free=false2026.06 | 31.46 | 37.95 | 41.72 | 41.83 | 38.23 | 23.14 | 31.73 | 35.3 | 36.58 | 31.69 | |
| LinCIR+SC4CIRBackbone=ViT-L/14, Training-free=false2026.06 | 29.24 | 35.63 | 39.36 | 36.01 | 35.06 | 25.13 | 32.96 | 37.35 | 38.5 | 33.49 | |
| LinCIRBackbone=ViT-L/14, Training-free=false2026.06 | 28.13 | 34.48 | 38.03 | 38.93 | 34.89 | 23.02 | 30.77 | 35.27 | 36.31 | 31.34 | |
| SEARLEBackbone=ViT-L/14, Training-free=false2026.06 | 26.12 | 32.17 | 35.55 | 36.41 | 32.56 | 21.26 | 28.64 | 32.92 | 33.91 | 29.18 | |
| SEARLE-OTIBackbone=ViT-L/14, Training-free=false2026.06 | 24.93 | 30.68 | 33.89 | 34.71 | 31.05 | 20.32 | 27.33 | 31.39 | 32.33 | 27.84 | |
| SEARLEBackbone=ViT-B/32, Training-free=false2026.06 | 22.65 | 25.58 | 27.98 | 28.84 | 26.26 | 20.15 | 23.72 | 26.65 | 27.7 | 24.56 | |
| SEARLE-OTIBackbone=ViT-B/32, Training-free=false2026.06 | 21.39 | 24.17 | 26.45 | 27.27 | 24.82 | 19.01 | 22.4 | 25.19 | 26.19 | 23.2 | |
| SEIZE+SC4CIRBackbone=ViT-G/14, Training-free=true2026.06 | 18.11 | 19.76 | 21.93 | 22.98 | 20.7 | 12.68 | 15.14 | 17.69 | 18.98 | 16.12 | |
| SEIZEBackbone=ViT-G/14, Training-free=true2026.06 | 16.63 | 18.37 | 20.47 | 21.54 | 19.25 | 10.37 | 12.75 | 15.33 | 16.61 | 13.77 | |
| Pic2WordBackbone=ViT-G/14, Training-free=false2026.06 | 16.07 | 19.39 | 21.25 | 21.73 | 19.61 | 13.39 | 17.45 | 19.81 | 20.35 | 17.75 | |
| LDREBackbone=ViT-G/14, Training-free=true2026.06 | 15.98 | 17.64 | 19.64 | 20.65 | 18.48 | 10.04 | 12.3 | 14.75 | 15.97 | 13.27 | |
| Image-onlyBackbone=ViT-L/14, Training-free=true2026.06 | 15.62 | 17.26 | 19.38 | 20.54 | 18.2 | 5.58 | 7.78 | 10.34 | 11.78 | 8.87 | |
| SEIZE+SC4CIRBackbone=ViT-L/14, Training-free=true2026.06 | 15.13 | 16.56 | 18.03 | 18.91 | 17.16 | 11.41 | 13.28 | 15.16 | 16.13 | 14 | |
| Pic2WordBackbone=ViT-L/14, Training-free=false2026.06 | 15.06 | 18.09 | 19.78 | 20.21 | 18.28 | 12.63 | 16.32 | 18.46 | 18.96 | 16.59 | |
| SEIZEBackbone=ViT-L/14, Training-free=true2026.06 | 13.02 | 14.36 | 15.98 | 16.8 | 15.04 | 8.21 | 10.04 | 12.02 | 13.01 | 10.82 | |
| PALAVRABackbone=ViT-B/32, Training-free=false2026.06 | 12.67 | 13.89 | 15.51 | 16.36 | 14.61 | 7.99 | 9.7 | 11.62 | 12.61 | 10.48 | |
| LDREBackbone=ViT-L/14, Training-free=true2026.06 | 12.6 | 14 | 15.62 | 16.44 | 14.67 | 8.01 | 9.89 | 11.87 | 12.87 | 10.66 | |
| SEIZE+SC4CIRBackbone=ViT-B/32, Training-free=true2026.06 | 12.59 | 13.71 | 15.21 | 16.12 | 14.41 | 9.48 | 10.93 | 11.98 | 13.41 | 11.45 | |
| CIReVLBackbone=ViT-G/14, Training-free=true2026.06 | 12 | 13.24 | 14.74 | 15.49 | 13.87 | 7.56 | 9.25 | 11.08 | 12 | 9.97 | |
| SEIZEBackbone=ViT-B/32, Training-free=true2026.06 | 10.64 | 11.61 | 12.94 | 13.65 | 12.21 | 6.39 | 7.82 | 9.44 | 10.3 | 8.49 | |
| LDREBackbone=ViT-B/32, Training-free=true2026.06 | 9.53 | 10.46 | 11.79 | 12.47 | 11.06 | 6.01 | 7.33 | 8.93 | 9.77 | 8.01 | |
| CIReVLBackbone=ViT-L/14, Training-free=true2026.06 | 9.45 | 10.4 | 11.74 | 12.42 | 11 | 5.95 | 7.29 | 8.91 | 9.74 | 7.97 | |
| Text-onlyBackbone=ViT-L/14, Training-free=true2026.06 | 8.38 | 9.19 | 10.27 | 10.84 | 9.67 | 5.26 | 6.4 | 7.68 | 8.34 | 6.92 | |
| CIReVLBackbone=ViT-B/32, Training-free=true2026.06 | 7.76 | 8.51 | 9.57 | 10.12 | 8.99 | 4.95 | 6 | 7.28 | 7.96 | 6.55 | |
| CaptioningBackbone=ViT-L/14, Training-free=true2026.06 | 5.86 | 6.68 | 7.74 | 8.32 | 7.15 | 3.84 | 4.94 | 6.22 | 6.94 | 5.49 |