Instance-level Image Retrieval on ILIAS (mAP@1k)
54.4mAP@1kQwen
Evaluation results
| Method | Links | |
|---|---|---|
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 54.4 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 53.3 | |
| Qwen-CGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | 50.9 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | 47.8 | |
| AMESGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | 41.9 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 41.7 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 41.2 | |
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | 41 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | 39.4 | |
| Qwen-CGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | 38.6 | |
| AMESGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | 34.2 | |
| No re-rankGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=N/A2026.04 | 33.4 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | 32.8 | |
| No re-rankGlobal Descriptor=DINOv3 [49], Prompting Strategy=N/A2026.04 | 26.5 |