Multimodal Event Classification on VGGSound-C severity level 5 (test)
54.9Gauss. Corruption AccuracyBriMPR
Evaluation Results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BriMPRMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 54.9 | 55 | 55 | 57.9 | — | 58.9 | 58.7 | 57.5 | 58 | 58.5 | 60.3 | 54.5 | 59.7 | 59.3 | 59 | 57.7 | — | — | — | — | — | |
| SuMiMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 54 | 54.3 | 53.8 | 58.2 | — | 59.4 | 58.7 | 57.5 | 58.2 | 57.6 | 59.4 | 54.8 | 59 | 57.5 | 58.2 | 57.3 | — | — | — | — | — | |
| READMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 53.8 | 54 | 53.8 | 58 | — | 59.2 | 58.7 | 57.1 | 58.2 | 50 | 60 | 55.2 | 58.5 | 57.7 | 58.2 | 56.7 | — | — | — | — | — | |
| EATAMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 53.4 | 53.5 | 53.5 | 57 | — | 58.3 | 57.7 | 56.3 | 57 | 56.8 | 59.1 | 54.2 | 57.9 | 57.2 | 57.2 | 56.4 | — | — | — | — | — | |
| SARMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 53.3 | 53.3 | 53.3 | 56.4 | — | 57.9 | 57.3 | 55.6 | 56.4 | 56.3 | 58.8 | 53.7 | 57.8 | 56.9 | 57 | 56 | — | — | — | — | — | |
| DeYOMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 53.3 | 53.4 | 53.4 | 56.7 | — | 58 | 57.3 | 56 | 56.8 | 56.4 | 58.7 | 53.9 | 57.7 | 57 | 57 | 56.2 | — | — | — | — | — | |
| TentMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 53.2 | 53.3 | 53.3 | 56.8 | — | 57.9 | 57.2 | 55.9 | 56.6 | 56.5 | 58.5 | 53.9 | 57.5 | 56.8 | 56.9 | 56.1 | — | — | — | — | — | |
| SourceMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 52.9 | 53 | 53.1 | 57.2 | — | 58.5 | 57.5 | 56.5 | 57.1 | 55.6 | 59.2 | 53.7 | 57.1 | 56.4 | 57.3 | 56.2 | — | — | — | — | — | |
| FOAMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 52.7 | 52.7 | 52.7 | 53.2 | — | 53.6 | 53.8 | 53.4 | 53.4 | 53.3 | 55.6 | 52.5 | 55.3 | 53.7 | 54.4 | 53.6 | — | — | — | — | — | |
| ABPEMMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 46.5 | 46.7 | 46.5 | 54.2 | — | 56.4 | 55.2 | 51.3 | 53.2 | 52.1 | 56.6 | 52.1 | 54.4 | 51.7 | 54.7 | 52.4 | — | — | — | — | — | |
| BriMPR†Shift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 23.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.7 | 18.8 | 21.4 | 15.8 | 26.8 | 18.3 | |
| ABPEM†Shift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 21.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.2 | 13.4 | 12.3 | 10.9 | 20.4 | 12.4 | |
| EATAShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 21.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12.1 | 7.7 | 7.1 | 7.3 | 17.3 | 11.9 | |
| READ†Shift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 20.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.6 | 12.5 | 10.7 | 10.5 | 20.5 | 13.4 | |
| FOAShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 18.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.9 | 10.8 | 11.4 | 11.6 | 20.5 | 10.4 | |
| SourceShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 17.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.5 | 6.4 | 5.4 | 6 | 13.5 | 8.8 | |
| SuMi†Shift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 17 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.7 | 6.8 | 5.7 | 6.2 | 13.4 | 8.8 | |
| SARShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 10.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 5.4 | 1.8 | 1.6 | 2.3 | 12.8 | 3.1 | |
| DeYOShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 6.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.8 | 1.2 | 1.3 | 1.3 | 9.3 | 2.9 | |
| TentShift Setting=Multimodal Shift, Severity Level=5, Modality=Multimodal (Audio-Visual)2025.11 | 3.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.6 | 0.9 | 0.8 | 0.9 | 2.8 | 1.3 |