Image Retrieval on Prod1M
44.1mAPELViS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ELViSTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 44.1 | — | |
| ELViSTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 41.5 | — | |
| Chamfer+OTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 37.5 | — | |
| AMESTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 36.7 | — | |
| R2FormerTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 35.6 | — | |
| Chamfer+OTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 35.1 | — | |
| R2FormerTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 32.8 | — | |
| AMESTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 32.3 | — | |
| RRTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 32.2 | — | |
| RRTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 29.3 | — | |
| No re-rankingTraining Domain=landmarks domain (GLDv2), Backbone=DINOv22026.03 | 24.7 | — | |
| No re-rankingTraining Domain=household items domain (SOP), Backbone=DINOv22026.03 | 24.7 | — | |
| ChamferTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 24.7 | — | |
| ChamferTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 17.8 | — | |
| AMESGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | — | 66.8 | |
| AMESGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.04 | — | 54.1 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | — | 72.9 | |
| LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | — | 73.1 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | — | 62.7 | |
| LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | — | 62.2 | |
| No re-rankGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=N/A2026.04 | — | 66.5 | |
| No re-rankGlobal Descriptor=DINOv3 [49], Prompting Strategy=N/A2026.04 | — | 52.2 | |
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.04 | — | 72.3 | |
| QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | — | 74.5 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.04 | — | 62.4 | |
| QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | — | 64.4 | |
| Qwen-CGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.04 | — | 73.6 | |
| Qwen-CGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.04 | — | 63.8 |