Retrieval on DiDeMo T+A -> V
82.1Recall@1PEAVL-OOD
Evaluation Results
| Method | Links | |
|---|---|---|
| PEAVL-OODJoint Query Strategy=Native, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 82.1 | |
| PEAVB-OODJoint Query Strategy=Native, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 81 | |
| PEAVLJoint Query Strategy=Native, Model Scale=Large, Training Domain=In-domain2025.12 | 80.8 | |
| PE_AV LZero-shot=true, FPS=30, Joint Query Mode=Native joint embeddings2025.12 | 80.8 | |
| PEAVBJoint Query Strategy=Native, Model Scale=Base, Training Domain=In-domain2025.12 | 80.7 | |
| PE_AV LZero-shot=true, Frames=16, Joint Query Mode=Native joint embeddings2025.12 | 78.3 | |
| PEAVS-OODJoint Query Strategy=Native, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 76.2 | |
| PEAVSJoint Query Strategy=Native, Model Scale=Small, Training Domain=In-domain2025.12 | 75.5 | |
| PEAVLJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=In-domain2025.12 | 69.3 | |
| PE_AV LZero-shot=true, FPS=30, Joint Query Mode=Approximated via maximum2025.12 | 69.3 | |
| PEAVL-OODJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 66.8 | |
| PEAVBJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=In-domain2025.12 | 61.6 | |
| PE_AV LZero-shot=true, Frames=16, Joint Query Mode=Approximated via maximum2025.12 | 61.1 | |
| PEAVB-OODJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 60.6 | |
| PEAVS-OODJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 55.2 | |
| PEAVSJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=In-domain2025.12 | 53.2 | |
| LanguageBindJoint Query Strategy=Approximated2025.12 | 44.2 | |
| LanguageBindZero-shot=true2025.12 | 44.2 | |
| ImageBindJoint Query Strategy=Approximated2025.12 | 36.1 | |
| ImageBindZero-shot=true2025.12 | 36.1 |