Instance-level Image Retrieval on ROP
82.1mAP@1kAMES
Evaluation Results
| Method | Links | |
|---|---|---|
| AMESGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | 82.1 | |
| AMESGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | 79.5 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 71.1 | |
| Qwen-CGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 68.8 | |
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 68.1 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 67.9 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | 67.5 | |
| No re-rankGlobal Descriptor=DINOv3 [49], Prompting Strategy=N/A2026.04 | 67.5 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | 67.2 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 66.5 | |
| Qwen-CGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 65.8 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | 64.5 | |
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | 63 | |
| No re-rankGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=N/A2026.04 | 60.7 |