Image Retrieval on Out-of-domain (OOD)
68.7mAPELViS
Evaluation results
| Method | Links | |
|---|---|---|
| ELViSBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 68.7 | |
| ELViSLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 67.4 | |
| R2FormerLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 63.9 | |
| R2FormerBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 63 | |
| AMESLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 62.8 | |
| AMESBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 62.7 | |
| Chamfer+OTBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 62.3 | |
| No re-rankingLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 60.5 | |
| ChamferBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 58.7 | |
| RRTBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 58.4 | |
| No re-rankingBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 57.8 | |
| RRTLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 56.2 | |
| ELViSTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 55 | |
| Chamfer+OTLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 51.4 | |
| ELViSTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 51 | |
| Chamfer+OTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 50.2 | |
| AMESTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 49.7 | |
| RRTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 48.6 | |
| R2FormerTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 48.6 | |
| Chamfer+OTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 45.7 | |
| ChamferLocal descriptor backbone=DINOv3, Training domain=GLDv22026.03 | 44.5 | |
| R2FormerTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 42.8 | |
| AMESTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 41.4 | |
| No re-rankingTraining Domain=household items domain (SOP), Backbone=DINOv22026.03 | 40.7 | |
| No re-rankingTraining Domain=landmarks domain (GLDv2), Backbone=DINOv22026.03 | 38.9 | |
| ChamferTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 36.8 | |
| ChamferTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 35.9 | |
| RRTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 34.2 |