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Retrieval on DiDeMo T+A -> V

82.1Recall@1PEAVL-OOD
34.2646.6859.171.52Dec 22, 2025

Evaluation results

MethodLinks
PEAVL-OODJoint Query Strategy=Native, Model Scale=Large, Training Domain=Out-of-domain2025.1282.1
PEAVB-OODJoint Query Strategy=Native, Model Scale=Base, Training Domain=Out-of-domain2025.1281
PEAVLJoint Query Strategy=Native, Model Scale=Large, Training Domain=In-domain2025.1280.8
PE_AV LZero-shot=true, FPS=30, Joint Query Mode=Native joint embeddings2025.1280.8
PEAVBJoint Query Strategy=Native, Model Scale=Base, Training Domain=In-domain2025.1280.7
PE_AV LZero-shot=true, Frames=16, Joint Query Mode=Native joint embeddings2025.1278.3
PEAVS-OODJoint Query Strategy=Native, Model Scale=Small, Training Domain=Out-of-domain2025.1276.2
PEAVSJoint Query Strategy=Native, Model Scale=Small, Training Domain=In-domain2025.1275.5
PEAVLJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=In-domain2025.1269.3
PE_AV LZero-shot=true, FPS=30, Joint Query Mode=Approximated via maximum2025.1269.3
PEAVL-OODJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=Out-of-domain2025.1266.8
PEAVBJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=In-domain2025.1261.6
PE_AV LZero-shot=true, Frames=16, Joint Query Mode=Approximated via maximum2025.1261.1
PEAVB-OODJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=Out-of-domain2025.1260.6
PEAVS-OODJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=Out-of-domain2025.1255.2
PEAVSJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=In-domain2025.1253.2
LanguageBindJoint Query Strategy=Approximated2025.1244.2
LanguageBindZero-shot=true2025.1244.2
ImageBindJoint Query Strategy=Approximated2025.1236.1
ImageBindZero-shot=true2025.1236.1