Zero-shot Classification (A+V → T) on VGGSound
52.7Zero-shot AccuracyPEAVB
Evaluation Results
| Method | Links | |
|---|---|---|
| PEAVBJoint Query Strategy=Native, Model Scale=Base, Training Domain=In-domain2025.12 | 52.7 | |
| PEAVS-OODJoint Query Strategy=Native, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 52.5 | |
| PEAVSJoint Query Strategy=Native, Model Scale=Small, Training Domain=In-domain2025.12 | 52.2 | |
| PEAVB-OODJoint Query Strategy=Native, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 52.1 | |
| PEAVL-OODJoint Query Strategy=Native, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 52 | |
| PEAVLJoint Query Strategy=Native, Model Scale=Large, Training Domain=In-domain2025.12 | 51.8 | |
| PEAVLJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=In-domain2025.12 | 48 | |
| PEAVBJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=In-domain2025.12 | 47.8 | |
| PEAVSJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=In-domain2025.12 | 47.3 | |
| PEAVB-OODJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 47 | |
| PEAVL-OODJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 46.7 | |
| PEAVS-OODJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 46.3 | |
| LanguageBind2025.12 | 45.4 | |
| ImageBind2025.12 | 40.4 |