Image Retrieval on Overall Average
60.6mAPELViS
Evaluation results
| Method | Links | |
|---|---|---|
| ELViSBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 60.6 | |
| AMESBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 56.3 | |
| R2FormerBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 56 | |
| Chamfer+OTBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 54.1 | |
| ELViSTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 53.9 | |
| RRTBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 53.2 | |
| ChamferBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 52.2 | |
| ELViSTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 51.5 | |
| AMESTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 50.4 | |
| No re-rankingBackbone=SigLIP2, Local Descriptors=SigLIP2, Training Domain=landmarks (GLDv2)2026.03 | 49.7 | |
| RRTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 49.2 | |
| R2FormerTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 49.1 | |
| Chamfer+OTTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 48.2 | |
| Chamfer+OTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 45.7 | |
| R2FormerTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 43.8 | |
| AMESTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 43.3 | |
| No re-rankingTraining Domain=landmarks domain (GLDv2), Backbone=DINOv22026.03 | 39.8 | |
| No re-rankingTraining Domain=household items domain (SOP), Backbone=DINOv22026.03 | 39.8 | |
| ChamferTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 37.7 | |
| ChamferTraining Domain=landmarks domain (GLDv2), Backbone=DINOv2, Descriptor Category=similarity-based2026.03 | 37.6 | |
| RRTTraining Domain=household items domain (SOP), Backbone=DINOv2, Descriptor Category=descriptor-based2026.03 | 37.1 |