Action Recognition on HAC various domain shifts
91.71Accuracy (A, C -> H)SimMMDG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SimMMDGBackbone=ViT-Base2026.05 | 91.71 | 54.69 | 84.22 | 76.87 | |
| DeepAllBackbone=ViT-Base2026.05 | 91.56 | 61.12 | 83.97 | 78.88 | |
| MM+MIROBackbone=ViT-Base, Framework=M2D2026.05 | 91.35 | 63.51 | 85.54 | 80.13 | |
| MM+MixupBackbone=ViT-Base, Framework=M2D2026.05 | 91.28 | 57.54 | 85.98 | 78.27 | |
| MM+MMDBackbone=ViT-Base, Framework=M2D2026.05 | 90.99 | 63.14 | 86.64 | 80.26 | |
| MDJATBackbone=ViT-Base2026.05 | 90.98 | 58.27 | 84.12 | 77.79 | |
| MM+ERMBackbone=ViT-Base, Framework=M2D2026.05 | 90.92 | 62.13 | 86.53 | 79.86 | |
| MM+CLBackbone=ViT-Base, Framework=M2D2026.05 | 90.77 | 62.04 | 85.87 | 79.56 | |
| MM+ERMBackbone=ViT-Base, Framework=D2M2026.05 | 90.05 | 51.75 | 85.65 | 75.82 | |
| MM+MIROBackbone=ViT-Base, Framework=D2M2026.05 | 87.53 | 54.69 | 80.35 | 74.19 | |
| MM+MixupBackbone=ViT-Base, Framework=D2M2026.05 | 87.17 | 60.2 | 80.7 | 76.02 | |
| MM+CLBackbone=ViT-Base, Framework=D2M2026.05 | 86.59 | 54.23 | 82.34 | 74.39 | |
| CMRFBackbone=ViT-Base2026.05 | 86.53 | 66.36 | 83.71 | 78.87 | |
| MM+MMDBackbone=ViT-Base, Framework=D2M2026.05 | 85.65 | 59.1 | 85.21 | 76.65 | |
| MM+MixupBackbone=CNN-Based, Framework=D2M2026.05 | 81.54 | 47.89 | 77.92 | 69.12 | |
| MM+ERMBackbone=CNN-Based, Framework=M2D2026.05 | 80.25 | 56.43 | 78.81 | 71.83 | |
| MAD-DGBackbone=ViT-Base2026.05 | 80.09 | 58.04 | 79.79 | 72.64 | |
| MM+MMDBackbone=CNN-Based, Framework=M2D2026.05 | 80.03 | 54.23 | 79.03 | 72.12 | |
| MM+MixupBackbone=CNN-Based, Framework=M2D2026.05 | 79.67 | 52.39 | 76.05 | 69.37 | |
| MM+MIROBackbone=CNN-Based, Framework=D2M2026.05 | 79.45 | 52.39 | 78.15 | 70 | |
| MM+MMDBackbone=CNN-Based, Framework=D2M2026.05 | 78.44 | 56.53 | 79.47 | 71.48 | |
| MM+CLBackbone=CNN-Based, Framework=M2D2026.05 | 78.37 | 54.14 | 76.82 | 69.78 | |
| MM+ERMBackbone=CNN-Based, Framework=D2M2026.05 | 78.3 | 52.48 | 79.57 | 70.17 | |
| MM+CLBackbone=CNN-Based, Framework=D2M2026.05 | 77.79 | 53.68 | 79.25 | 70.24 | |
| MDJATBackbone=CNN-Based2026.05 | 76.28 | 54.1 | 69.97 | 66.78 | |
| MM+MIROBackbone=CNN-Based, Framework=M2D2026.05 | 75.72 | 54.23 | 82.91 | 70.95 | |
| CMRFBackbone=CNN-Based2026.05 | 74.69 | 47.79 | 77.04 | 66.51 | |
| SimMMDGBackbone=CNN-Based2026.05 | 74.62 | 52.02 | 72.63 | 66.42 | |
| MAD-DGBackbone=CNN-Based2026.05 | 74.27 | 53.17 | 71.02 | 66.15 | |
| DeepAllBackbone=CNN-Based2026.05 | 72.96 | 49.63 | 73.95 | 65.52 |