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Instance-level Image Retrieval on ROP

82.1mAP@1kAMES
59.84465.62271.477.178Apr 14, 2026

Evaluation results

MethodLinks
AMESGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.0482.1
AMESGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt, Local Descriptors=400 (102kB)2026.0479.5
QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.0471.1
Qwen-CGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.0468.8
QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.0468.1
LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=task-specific prompt2026.0467.9
LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.0467.5
No re-rankGlobal Descriptor=DINOv3 [49], Prompting Strategy=N/A2026.0467.5
LamRAGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.0467.2
LamRAGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.0466.5
Qwen-CGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=task-specific prompt2026.0465.8
QwenGlobal Descriptor=DINOv3 [49], Prompting Strategy=generic prompt2026.0464.5
QwenGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=generic prompt2026.0463
No re-rankGlobal Descriptor=PE [7] with linear adaptation [26], Prompting Strategy=N/A2026.0460.7