Multi-source Domain Generalization on HAC
71.1Mean AccuracySimMMDG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SimMMDGVideo=true, Audio=true, Flow=true2023.10 | 71.1 | 77.65 | 79.03 | 56.62 | |
| SimMMDGVideo=true, Audio=false, Flow=true2023.10 | 69.21 | 79.31 | 77.04 | 51.29 | |
| SimMMDGGMP integration=true2026.03 | 69.11 | — | — | — | |
| CMRFGMP integration=true2026.03 | 68.93 | — | — | — | |
| SimMMDGVideo=true, Audio=true, Flow=false2023.10 | 68.75 | 74.77 | 77.81 | 53.68 | |
| MOOSAGMP integration=true2026.03 | 68.75 | — | — | — | |
| SimMMDGGMP integration=false2026.03 | 67.82 | — | — | — | |
| CMRFGMP integration=false2026.03 | 67.66 | — | — | — | |
| MOOSAGMP integration=false2026.03 | 67.39 | — | — | — | |
| MM-SADAVideo=true, Audio=true, Flow=true2023.10 | 66.74 | 72.53 | 72.19 | 55.51 | |
| DeepAllVideo=true, Audio=false, Flow=true2023.10 | 65.68 | 76.78 | 70.64 | 49.63 | |
| RNA-NetGMP integration=true2026.03 | 65.21 | — | — | — | |
| RNA-NetVideo=true, Audio=false, Flow=true2023.10 | 64.69 | 77.14 | 74.94 | 42 | |
| RNA-NetVideo=true, Audio=true, Flow=true2023.10 | 64.68 | 69 | 73.4 | 51.65 | |
| DeepAllVideo=true, Audio=true, Flow=true2023.10 | 63.95 | 69.07 | 71.3 | 51.47 | |
| MM-SADAVideo=true, Audio=false, Flow=true2023.10 | 63 | 69.79 | 69.76 | 49.45 | |
| RNA-NetGMP integration=false2026.03 | 62.88 | — | — | — | |
| DeepAllVideo=true, Audio=true, Flow=false2023.10 | 61.72 | 66.55 | 72.85 | 45.77 | |
| RNA-NetVideo=true, Audio=true, Flow=false2023.10 | 61.02 | 60.2 | 73.95 | 48.9 | |
| MM-SADAVideo=true, Audio=true, Flow=false2023.10 | 60.76 | 65.47 | 72.52 | 44.3 | |
| SimMMDGVideo=false, Audio=true, Flow=true2023.10 | 56.24 | 59.63 | 64.24 | 44.85 | |
| RNA-NetVideo=false, Audio=true, Flow=true2023.10 | 52.18 | 52.05 | 64.13 | 40.35 | |
| DeepAllVideo=false, Audio=true, Flow=true2023.10 | 49.57 | 50.04 | 59.71 | 38.97 | |
| MM-SADAVideo=false, Audio=true, Flow=true2023.10 | 49.18 | 46.58 | 61.81 | 39.15 |