Audio-Visual Segmentation on AVSBench MS3 v1 (test)
67.6Mean JaccardVCT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VCTBackbone=Swin-B, Image Size=384x3842025.06 | 67.6 | 81.4 | |
| VCTBackbone=Swin-B, Image Size=224x2242025.06 | 67.5 | 79.3 | |
| AVSBiasBackbone=Swin-B, Image Size=384x3842025.06 | 67.2 | 80.8 | |
| TESOBackbone=Swin-B, Image Size=384x3842025.06 | 66 | 80.1 | |
| GAVSBackbone=ViT-B, Image Size=224x2242025.06 | 63.7 | 77.4 | |
| UFEBackbone=PVT-v2, Image Size=224x2242025.06 | 62 | 70.9 | |
| VCTBackbone=PVT-v2, Image Size=224x2242025.06 | 62 | 75 | |
| VCTBackbone=ResNet-50, Image Size=224x2242025.06 | 61.9 | 74.7 | |
| AQFormerBackbone=PVT-v2, Image Size=224x2242025.06 | 61.1 | 72.1 | |
| SelMBackbone=PVT-v2, Image Size=224x2242025.06 | 60.3 | 71.3 | |
| CPMBackbone=ResNet-50, Image Size=224x2242025.06 | 59.8 | 71 | |
| BAVSBackbone=Swin-B, Image Size=224x2242025.06 | 59.6 | 65.9 | |
| COMBOBackbone=PVT-v2, Image Size=224x2242025.06 | 59.2 | 71.2 | |
| CATRBackbone=PVT-v2, Image Size=224x2242025.06 | 59 | 70 | |
| BAVSBackbone=PVT-v2, Image Size=224x2242025.06 | 58.6 | 65.5 | |
| AVSFBackbone=PVT-v2, Image Size=224x2242025.06 | 58.4 | 69.3 | |
| AVSCBackbone=PVT-v2, Image Size=224x2242025.06 | 58.2 | 65.1 | |
| ECMVAEBackbone=PVT-v2, Image Size=224x2242025.06 | 57.8 | 70.8 | |
| UFEBackbone=ResNet-50, Image Size=224x2242025.06 | 55.9 | 64.5 | |
| CAVPBackbone=ResNet-50, Image Size=224x2242025.06 | 55.8 | 67.1 | |
| AQFormerBackbone=ResNet-50, Image Size=224x2242025.06 | 55.7 | 66.9 | |
| AVSBGBackbone=PVT-v2, Image Size=224x2242025.06 | 55.1 | 66.8 | |
| COMBOBackbone=ResNet-50, Image Size=224x2242025.06 | 54.5 | 66.6 | |
| SelMBackbone=ResNet-50, Image Size=224x2242025.06 | 54.5 | 65.6 | |
| TPAVIBackbone=PVT-v2, Image Size=224x2242025.06 | 54 | 64.5 | |
| CATRBackbone=ResNet-50, Image Size=224x2242025.06 | 52.8 | 65.3 | |
| BAVSBackbone=ResNet-50, Image Size=224x2242025.06 | 50.2 | 62.4 | |
| AVSCBackbone=ResNet-50, Image Size=224x2242025.06 | 49.6 | 61.5 | |
| AVSFBackbone=ResNet-50, Image Size=224x2242025.06 | 49.5 | 62.8 | |
| ECMVAEBackbone=ResNet-50, Image Size=224x2242025.06 | 48.7 | 60.7 | |
| TPAVIBackbone=ResNet-50, Image Size=224x2242025.06 | 46.9 | 57.8 | |
| AVSBGBackbone=ResNet-50, Image Size=224x2242025.06 | 45 | 56.8 | |
| WS-AVSsupervision=weakly-supervised2023.11 | 30.85 | 46.87 | |
| C2AMsupervision=weakly-supervised2023.11 | 25.33 | 29.58 | |
| EZ-VSLsupervision=weakly-supervised2023.11 | 23.58 | 27.31 | |
| CAMsupervision=weakly-supervised2023.11 | 12.65 | 19.83 | |
| AVSsupervision=weakly-supervised (instance-level class)2023.11 | 8.76 | 15.72 |