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ResearchFormerly WizWand

Personalized Retrieval on ROxford (Hard)

80.3mAPSuperGlobal + PDM
-0.92420.16341.2562.337May 28, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SuperGlobal + PDMRe-ranking=PDM, Supervision Type=Supervised2024.0580.3
SuperGlobalSupervision Type=Supervised2024.0580.2
GSS + PDMRe-ranking=PDM, Supervision Type=Supervised2024.0576.1
HPSupervision Type=Supervised2024.0570.3
GSSSupervision Type=Supervised2024.0564.7
DINOv2 + PDMRe-ranking=PDM, Supervision Type=Self-Supervised2024.0562.1
PDMSupervision Type=Zero-shot2024.0558.3
OpenClip + PDMRe-ranking=PDM, Supervision Type=Weakly-Supervised2024.0557.7
DINOv2Supervision Type=Self-Supervised2024.0554
OpenClipSupervision Type=Weakly-Supervised2024.0519.7
iBOTSupervision Type=Self-Supervised2024.0512.7
CLIPSupervision Type=Weakly-Supervised2024.057
MAESupervision Type=Self-Supervised2024.052.2