Human Activity Recognition on REALDISP
99.8F1Aljarrah and Ali
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Aljarrah and AliProtocol=Supervised2022.09 | 99.8 | 99.8 | — | — | |
| ShaSpecNo. views=92026.02 | 97.53 | — | — | — | |
| COCOA*No. views=92026.02 | 97.42 | — | — | — | |
| CMC*No. views=92026.02 | 97.32 | — | — | — | |
| FlexMoENo. views=92026.02 | 96.92 | — | — | — | |
| RALISNo. views=92026.02 | 96.74 | — | — | — | |
| FuseMoENo. views=92026.02 | 96.69 | — | — | — | |
| Weakly Supervised Multi-Task ApproachTask Mode=Multi-Task2025.12 | 96.16 | 98.22 | — | — | |
| Weakly Supervised Single-Task ApproachTask Mode=Single-Task2025.12 | 95.83 | 97.96 | — | — | |
| RALISNo. views=52026.02 | 95.55 | — | — | — | |
| Fully Supervised TCN2025.12 | 95.11 | 97.1 | — | — | |
| CMC*No. views=52026.02 | 95.06 | — | — | — | |
| COCOA*No. views=52026.02 | 94.55 | — | — | — | |
| RALISNo. views=≤ 9, Missing views training=true2026.02 | 93.33 | — | — | — | |
| CMC*No. views=≤ 9, Missing views training=true2026.02 | 91.55 | — | — | — | |
| Contrastive GNN2025.12 | 91.52 | 93.65 | — | — | |
| COCOA*No. views=≤ 9, Missing views training=true2026.02 | 90.95 | — | — | — | |
| RALISNo. views=<= 92026.02 | 90.82 | — | — | — | |
| Weakly Self-Supervised Approachlabeled_data_fraction=10%2025.12 | 90.27 | 92.23 | — | — | |
| RALIS (-mag. norm)No. views=<= 92026.02 | 90.22 | — | — | — | |
| ShaSpecNo. views=52026.02 | 90.14 | — | — | — | |
| RALIS (-sep. load)No. views=<= 92026.02 | 89.97 | — | — | — | |
| RALIS (+full graph)No. views=<= 92026.02 | 89.91 | — | — | — | |
| RALIS (-stop grad)No. views=<= 92026.02 | 89.45 | — | — | — | |
| RALIS (-contrast)No. views=<= 92026.02 | 89.38 | — | — | — | |
| ShaSpecNo. views=≤ 9, Missing views training=true2026.02 | 89.37 | — | — | — | |
| DeepConvLSTM2025.12 | 89.34 | 88.26 | — | — | |
| RALIS (-attention)No. views=<= 92026.02 | 88.54 | — | — | — | |
| CMC*No. views=<= 92026.02 | 88.46 | — | — | — | |
| RALISNo. views=≤ 5, Missing views training=true2026.02 | 88.18 | — | — | — | |
| RALIS (-MoE)No. views=<= 92026.02 | 88.14 | — | — | — | |
| Efficient Deep HAR Clustering ModelProtocol=Clustering2022.09 | 88 | 91 | 95.2 | 88.9 | |
| Efficient Deep Clustering2025.12 | 88 | 91 | — | — | |
| ShaSpecNo. views=<= 92026.02 | 87.23 | — | — | — | |
| COCOA*No. views=<= 92026.02 | 86.48 | — | — | — | |
| Weakly Self-Supervised Approachlabeled_data_fraction=5%2025.12 | 85.78 | 87.8 | — | — | |
| RALIS (-mag. norm)No. views=<= 52026.02 | 84.84 | — | — | — | |
| CMC*No. views=≤ 5, Missing views training=true2026.02 | 84.8 | — | — | — | |
| RALISNo. views=<= 52026.02 | 84.78 | — | — | — | |
| RALIS (-ind. view)No. views=<= 92026.02 | 84.49 | — | — | — | |
| RALIS (+full graph)No. views=<= 52026.02 | 84.46 | — | — | — | |
| FuseMoENo. views=≤ 9, Missing views training=true2026.02 | 84.35 | — | — | — | |
| RALIS (-sep. load)No. views=<= 52026.02 | 84.18 | — | — | — | |
| RALIS (-stop grad)No. views=<= 52026.02 | 83.92 | — | — | — | |
| RALIS (-attention)No. views=<= 52026.02 | 83.32 | — | — | — | |
| RALIS (-contrast)No. views=<= 52026.02 | 83.17 | — | — | — | |
| COCOA*No. views=≤ 5, Missing views training=true2026.02 | 82.6 | — | — | — | |
| RALIS (-MoE)No. views=<= 52026.02 | 82.56 | — | — | — | |
| CMC*No. views=<= 52026.02 | 80.81 | — | — | — | |
| RALISNo. views=12026.02 | 80.75 | — | — | — | |
| FuseMoENo. views=<= 92026.02 | 78.56 | — | — | — | |
| ShaSpecNo. views=≤ 5, Missing views training=true2026.02 | 78.28 | — | — | — | |
| COCOA*No. views=<= 52026.02 | 77.52 | — | — | — | |
| RALISNo. views=1, Missing views training=true2026.02 | 76.33 | — | — | — | |
| ShaSpecNo. views=<= 52026.02 | 76.07 | — | — | — | |
| CMC*No. views=12026.02 | 75.79 | — | — | — | |
| FlexMoENo. views=52026.02 | 74.44 | — | — | — | |
| RALIS (-ind. view)No. views=<= 52026.02 | 74.35 | — | — | — | |
| ResGCNN2025.12 | 74.35 | 77.75 | — | — | |
| RALIS (-mag. norm)No. views=12026.02 | 73.94 | — | — | — | |
| RALISNo. views=12026.02 | 73.66 | — | — | — | |
| RALIS (+full graph)No. views=12026.02 | 73.65 | — | — | — | |
| RALIS (-sep. load)No. views=12026.02 | 73.52 | — | — | — | |
| Weakly Self-Supervised Approachlabeled_data_fraction=1%2025.12 | 73.51 | 75.15 | — | — | |
| RALIS (-attention)No. views=12026.02 | 73.34 | — | — | — | |
| RALIS (-stop grad)No. views=12026.02 | 72.92 | — | — | — | |
| N2DProtocol=Clustering2022.09 | 72.5 | 80.3 | 90.4 | 79 | |
| RALIS (-MoE)No. views=12026.02 | 72.39 | — | — | — | |
| RALIS (-contrast)No. views=12026.02 | 70.3 | — | — | — | |
| FlexMoENo. views=≤ 9, Missing views training=true2026.02 | 70.24 | — | — | — | |
| CMC*No. views=1, Missing views training=true2026.02 | 68.86 | — | — | — | |
| COCOA*No. views=12026.02 | 68.66 | — | — | — | |
| Self-Attention2025.12 | 68 | 72 | — | — | |
| FuseMoENo. views=≤ 5, Missing views training=true2026.02 | 67.87 | — | — | — | |
| CMC*No. views=12026.02 | 66.41 | — | — | — | |
| FlexMoENo. views=<= 92026.02 | 65.72 | — | — | — | |
| Self-Supervised Approach2025.12 | 65.69 | 68.12 | — | — | |
| FuseMoENo. views=52026.02 | 65.14 | — | — | — | |
| Autoencoder2025.12 | 62.43 | 64.01 | — | — | |
| FuseMoENo. views=<= 52026.02 | 61.78 | — | — | — | |
| COCOA*No. views=1, Missing views training=true2026.02 | 61.61 | — | — | — | |
| COCOA*No. views=12026.02 | 59.72 | — | — | — | |
| RALIS (-ind. view)No. views=12026.02 | 53.89 | — | — | — | |
| ShaSpecNo. views=12026.02 | 52.61 | — | — | — | |
| FlexMoENo. views=≤ 5, Missing views training=true2026.02 | 50.17 | — | — | — | |
| FlexMoENo. views=<= 52026.02 | 48.63 | — | — | — | |
| ShaSpecNo. views=1, Missing views training=true2026.02 | 47.76 | — | — | — | |
| FuseMoENo. views=1, Missing views training=true2026.02 | 28.25 | — | — | — | |
| FuseMoENo. views=12026.02 | 27.2 | — | — | — | |
| ShaSpecNo. views=12026.02 | 20.11 | — | — | — | |
| FlexMoENo. views=12026.02 | 16.71 | — | — | — | |
| FlexMoENo. views=1, Missing views training=true2026.02 | 13.69 | — | — | — | |
| FuseMoENo. views=12026.02 | 4.31 | — | — | — | |
| FlexMoENo. views=12026.02 | 3.46 | — | — | — | |
| Efficient Deep HAR Clustering Model2022.09 | — | 91 | 95.2 | 88.9 | |
| S202022.09 | — | 68.1 | 60.5 | 80.4 |