Multimodal Event Classification on Kinetics50-C severity level 5 (test)
55.3Accuracy (Gaussian Noise)BriMPR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BriMPRMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 55.3 | 56.1 | 56.7 | 67.8 | — | 70.6 | 68.8 | 65.9 | 66.2 | 64.1 | 76.2 | 56.3 | 72 | 73.7 | 70.5 | 65.9 | |
| ABPEMMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 52.1 | 53.1 | 52.8 | 69 | — | 71.8 | 68.8 | 64.1 | 65.7 | 57.9 | 76.6 | 54.3 | 69.2 | 71.1 | 69.2 | 64.1 | |
| READMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 50.7 | 52.2 | 51.4 | 67.9 | — | 71.1 | 68.7 | 64 | 65.8 | 56.3 | 76.3 | 53.6 | 68.7 | 70 | 68.6 | 63.4 | |
| SuMiMultimodal Adaptation=true, Severity=5, Setting=Unimodal shift2025.11 | 50.1 | 50.7 | 50.4 | 68.2 | — | 72.2 | 69.7 | 65.7 | 67 | 56.5 | 77.1 | 55.2 | 69.3 | 71.2 | 68.9 | 63.9 | |
| FOAMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 49.2 | 50.8 | 49.7 | 66 | — | 69.8 | 67.4 | 62.8 | 65.7 | 60.3 | 74.9 | 51.9 | 69.5 | 68.8 | 68 | 62.7 | |
| EATAMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 48.7 | 50.4 | 49.6 | 67.8 | — | 70.8 | 67.5 | 62.5 | 62.5 | 47.9 | 76.1 | 52.2 | 66.9 | 69.7 | 67.4 | 61.5 | |
| DeYOMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 48.6 | 50.2 | 49.4 | 67.9 | — | 70.9 | 67.4 | 62.5 | 62.3 | 40.4 | 76.1 | 52.2 | 66.8 | 69.8 | 67.3 | 61 | |
| SARMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 48.5 | 50.2 | 49.2 | 67.8 | — | 70.9 | 67.9 | 63.1 | 62.7 | 38.7 | 76.1 | 52.2 | 67.1 | 69.8 | 67.4 | 61 | |
| SourceMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 48.2 | 50 | 49.2 | 67.7 | — | 70.6 | 66.1 | 60.9 | 60.7 | 44.7 | 75.9 | 51.8 | 65.5 | 68.7 | 66.1 | 60.5 | |
| TentMultimodal Adaptation=false, Severity=5, Setting=Unimodal shift2025.11 | 48.2 | 49.8 | 48.7 | 67.7 | — | 70.8 | 67.2 | 61.8 | 61.4 | 33.7 | 76 | 51.2 | 66.6 | 69.6 | 66.9 | 60.1 | |
| BriMPRShift setting=Multimodal, Severity level=52025.11 | 22.9 | 24.2 | 24.1 | 43.6 | 45.4 | 49.5 | 48.2 | 38 | 40.8 | 36.8 | 59.8 | 27.1 | 52.8 | 52.7 | 47.9 | 40.9 | |
| ABPEMShift setting=Multimodal, Severity level=52025.11 | 19.2 | 20.7 | 19.7 | 46.2 | 44.2 | 51.9 | 47.9 | 38.1 | 41.1 | 32.6 | 59.9 | 25.3 | 49.4 | 48.8 | 45.6 | 39.4 | |
| FOAShift setting=Multimodal, Severity level=52025.11 | 18.7 | 20.6 | 19.3 | 43.7 | 45.5 | 50.2 | 47.9 | 38.9 | 43.7 | 37.2 | 60.5 | 23.5 | 52.7 | 48.9 | 47.4 | 39.9 | |
| READShift setting=Multimodal, Severity level=52025.11 | 14.5 | 14.9 | 14.8 | 43.8 | 42.1 | 51 | 46.5 | 35.4 | 38.9 | 27.6 | 58.9 | 22.6 | 47.1 | 42.1 | 38.1 | 35.9 | |
| SourceShift setting=Multimodal, Severity level=52025.11 | 13.1 | 14.1 | 13.3 | 37.2 | 37.4 | 45.3 | 41.8 | 29.4 | 32.6 | 20.4 | 55.2 | 18.3 | 42.5 | 38.8 | 37.8 | 31.8 | |
| EATAShift setting=Multimodal, Severity level=52025.11 | 12.9 | 14 | 13.1 | 38.1 | 38.7 | 46.9 | 43.1 | 30.6 | 33 | 20.2 | 56.5 | 18.2 | 43.7 | 40.7 | 39 | 32.6 | |
| SuMiShift setting=Multimodal, Severity level=52025.11 | 12.5 | 13.6 | 12.6 | 37 | 37.9 | 45.9 | 42.3 | 29.3 | 32.7 | 19.7 | 55.7 | 17.8 | 42.7 | 38.3 | 36.9 | 31.7 | |
| SARShift setting=Multimodal, Severity level=52025.11 | 11.8 | 12.8 | 11.9 | 37.4 | 38.2 | 46.3 | 43.1 | 29.8 | 33 | 17.4 | 56 | 16 | 43.5 | 39.5 | 38.2 | 31.7 | |
| DeYOShift setting=Multimodal, Severity level=52025.11 | 11 | 12 | 11.1 | 37 | 37.7 | 46.3 | 43.2 | 29.9 | 33.3 | 17.9 | 56.2 | 17 | 43.7 | 39.7 | 38 | 31.6 | |
| TentShift setting=Multimodal, Severity level=52025.11 | 9.1 | 9.7 | 9.1 | 32.5 | 34.1 | 43.5 | 40.2 | 23.2 | 28.3 | 13.2 | 55.1 | 13.7 | 40.7 | 34.7 | 35 | 28.1 |