Image Retrieval on In-Shop
96.7Recall@1UNICOM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=3362023.04 | 96.7 | — | — | — | |
| UNICOMBackbone=ViT-L/14, Fine-tuning=true, Resolution=2242023.04 | 96 | — | — | — | |
| UNICOMBackbone=ViT-B/16, Fine-tuning=true, Resolution=2242023.04 | 95.5 | — | — | — | |
| UNICOMBackbone=ViT-B/32, Fine-tuning=true, Resolution=2242023.04 | 94.8 | — | — | — | |
| CHEST-ViTArch (dim)=ViT-B-E (1024)2025.10 | 94.5 | 99 | 99.3 | 63.6 | |
| CHEST-ViTArch (dim)=ViT-B-H (512)2025.10 | 94.5 | 98.8 | 99.2 | 63.3 | |
| CHEST-ViTArch (dim)=ViT-S-H (384)2025.10 | 93.5 | 98.6 | 99 | 59.8 | |
| CHEST-ViTArch (dim)=ViT-S-E (384)2025.10 | 93.4 | 98.6 | 99 | 60 | |
| HIERArch (dim)=ViT-S (384)2025.10 | 92.8 | 98.4 | 99 | — | |
| Hyp-ViTBackbone=ViT-S/162023.04 | 92.7 | — | — | — | |
| Hyp-ViTArch (dim)=ViT-S (384)2025.10 | 92.5 | 98.3 | 98.8 | — | |
| VPTSP-GArch (dim)=ViT-B (512)2025.10 | 92.5 | 98.2 | 98.9 | — | |
| VPTSP-GArch (dim)=ViT-S (384)2025.10 | 91.2 | 97.6 | 98.4 | — | |
| UNICOMBackbone=ViT-L/14, Resolution=336x3362023.04 | 86.7 | — | — | — | |
| UNICOMBackbone=ViT-L/142023.04 | 83.6 | — | — | — | |
| OpenCLIPBackbone=ViT-H/142023.04 | 78.8 | — | — | — | |
| OpenCLIPBackbone=ViT-L/142023.04 | 77.1 | — | — | — | |
| UNICOMBackbone=ViT-B/162023.04 | 74.6 | — | — | — | |
| OpenCLIPBackbone=ViT-B/162023.04 | 74.2 | — | — | — | |
| UNICOMBackbone=ViT-B/322023.04 | 72.8 | — | — | — | |
| CLIPBackbone=ViT-L/14, Resolution=336x3362023.04 | 66.3 | — | — | — | |
| OpenCLIPBackbone=ViT-B/322023.04 | 64.6 | — | — | — | |
| CLIPBackbone=ViT-L/142023.04 | 62.9 | — | — | — | |
| CLIPBackbone=ViT-B/162023.04 | 56.1 | — | — | — | |
| CLIPBackbone=ViT-B/322023.04 | 45.4 | — | — | — |