Single-conditional Image Retrieval on Fine-grained Image Classification
82.1Cat mAPCLAY
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CLAYBackbone=SigLIP-B2026.04 | 82.1 | — | — | — | — | — | — | — | 84.7 | 63.4 | 92.7 | 78 | 57.9 | 66.1 | |
| CLAYBackbone=CLIP-B2026.04 | 72.7 | — | — | — | — | — | — | — | 79.3 | 58 | 80.4 | 51.1 | 28.4 | 58.8 | |
| SigLIP-BBackbone=SigLIP-B2026.04 | 55.9 | — | — | — | — | — | — | — | 59.3 | 40.6 | 86.6 | 64.6 | 46.7 | 61.3 | |
| InstructBLIP2026.04 | 50.6 | — | — | — | — | — | — | — | 56.8 | 37.1 | 76.5 | 27.6 | 15.7 | 50.6 | |
| CLIP-BBackbone=CLIP-B2026.04 | 37.5 | — | — | — | — | — | — | — | 37.9 | 27.1 | 70.1 | 30.5 | 20.9 | 47.4 | |
| SEARLE2026.04 | 32.6 | — | — | — | — | — | — | — | 43.5 | 20.4 | 34.8 | 17.2 | 11 | 31.1 | |
| MagicLens2026.04 | 29.1 | — | — | — | — | — | — | — | 41.7 | 23.8 | 47.9 | 16.5 | 9.3 | 41.9 | |
| GeneCIS2026.04 | 24.7 | — | — | — | — | — | — | — | 24.7 | 24.7 | 58.5 | 16.9 | 17.2 | 44.8 | |
| CLAYBase Model=CLIP-L, Backbone=ViT-L2026.04 | — | 80.1 | 87 | 70.8 | 89.7 | 65.5 | 43.4 | 71.5 | — | — | — | — | — | — | |
| CLAYBase Model=SigLIP-L, Backbone=ViT-L2026.04 | — | 87.8 | 89.8 | 79.5 | 97.7 | 86.3 | 72.7 | 76.6 | — | — | — | — | — | — | |
| CLIP-LBackbone=ViT-L2026.04 | — | 46.7 | 49.1 | 35.9 | 83.6 | 42.4 | 29 | 59 | — | — | — | — | — | — | |
| SigLIP-LBackbone=ViT-L2026.04 | — | 63.1 | 68.8 | 53 | 88.9 | 76.5 | 60.2 | 69.7 | — | — | — | — | — | — |