Human Activity Recognition on UP-Fall
92.17F1 ScoreRALIS
Evaluation Results
| Method | Links | |
|---|---|---|
| RALISNo. views=52026.02 | 92.17 | |
| CMC*No. views=52026.02 | 91.63 | |
| COCOA*No. views=52026.02 | 91.5 | |
| ShaSpecNo. views=52026.02 | 90.88 | |
| RALISNo. views=≤ 5, Missing views training=true2026.02 | 89.72 | |
| FuseMoENo. views=≤ 5, Missing views training=true2026.02 | 88.69 | |
| COCOA*No. views=≤ 5, Missing views training=true2026.02 | 88.68 | |
| ShaSpecNo. views=≤ 5, Missing views training=true2026.02 | 88.16 | |
| FlexMoENo. views=≤ 5, Missing views training=true2026.02 | 87.81 | |
| CMC*No. views=≤ 5, Missing views training=true2026.02 | 87.44 | |
| CMC*No. views=32026.02 | 87.31 | |
| COCOA*No. views=32026.02 | 87.24 | |
| FuseMoENo. views=52026.02 | 87.17 | |
| FlexMoENo. views=52026.02 | 87.14 | |
| RALISNo. views=<= 52026.02 | 86.44 | |
| RALISNo. views=32026.02 | 86.29 | |
| RALIS (-stop grad)No. views=<= 52026.02 | 85.56 | |
| ShaSpecNo. views=<= 52026.02 | 85.43 | |
| RALISNo. views=≤ 3, Missing views training=true2026.02 | 85.31 | |
| RALIS (-contrast)No. views=<= 52026.02 | 85.2 | |
| RALIS (-attention)No. views=<= 52026.02 | 85.1 | |
| RALIS (-sep. load)No. views=<= 52026.02 | 85.06 | |
| RALIS (-mag. norm)No. views=<= 52026.02 | 84.42 | |
| FlexMoENo. views=<= 52026.02 | 84.19 | |
| RALIS (+full graph)No. views=<= 52026.02 | 84.03 | |
| FuseMoENo. views=<= 52026.02 | 83.97 | |
| RALIS (-ind. view)No. views=<= 52026.02 | 83.74 | |
| COCOA*No. views=≤ 3, Missing views training=true2026.02 | 83.12 | |
| CMC*No. views=≤ 3, Missing views training=true2026.02 | 82.45 | |
| CMC*No. views=<= 52026.02 | 81.53 | |
| RALISNo. views=<= 32026.02 | 81.33 | |
| RALIS (-stop grad)No. views=<= 32026.02 | 80.87 | |
| RALIS (-sep. load)No. views=<= 32026.02 | 80.8 | |
| ShaSpecNo. views=≤ 3, Missing views training=true2026.02 | 80.2 | |
| RALIS (-mag. norm)No. views=<= 32026.02 | 80.19 | |
| RALIS (-attention)No. views=<= 32026.02 | 80.07 | |
| RALIS (+full graph)No. views=<= 32026.02 | 79.88 | |
| RALIS (-contrast)No. views=<= 32026.02 | 79.78 | |
| RALIS (-ind. view)No. views=<= 32026.02 | 78.5 | |
| FlexMoENo. views=≤ 3, Missing views training=true2026.02 | 78.22 | |
| FuseMoENo. views=≤ 3, Missing views training=true2026.02 | 78.17 | |
| RALIS (-MoE)No. views=<= 52026.02 | 77.45 | |
| ShaSpecNo. views=<= 32026.02 | 77.25 | |
| CMC*No. views=<= 32026.02 | 77 | |
| ShaSpecNo. views=32026.02 | 75.62 | |
| FlexMoENo. views=<= 32026.02 | 75.11 | |
| RALISNo. views=1, Missing views training=true2026.02 | 74.98 | |
| FuseMoENo. views=<= 32026.02 | 74.83 | |
| RALIS (-sep. load)No. views=12026.02 | 74.29 | |
| RALISNo. views=12026.02 | 74.18 | |
| RALIS (-stop grad)No. views=12026.02 | 73.86 | |
| COCOA*No. views=<= 52026.02 | 73.19 | |
| RALIS (-MoE)No. views=<= 32026.02 | 72.98 | |
| RALIS (-attention)No. views=12026.02 | 72.97 | |
| RALIS (+full graph)No. views=12026.02 | 72.86 | |
| RALISNo. views=12026.02 | 72.75 | |
| RALIS (-mag. norm)No. views=12026.02 | 72.69 | |
| COCOA*No. views=12026.02 | 71.43 | |
| CMC*No. views=12026.02 | 71.17 | |
| CMC*No. views=1, Missing views training=true2026.02 | 70.84 | |
| RALIS (-ind. view)No. views=12026.02 | 70.47 | |
| RALIS (-contrast)No. views=12026.02 | 70.34 | |
| CMC*No. views=12026.02 | 70.25 | |
| COCOA*No. views=1, Missing views training=true2026.02 | 70.12 | |
| COCOA*No. views=<= 32026.02 | 68.16 | |
| RALIS (-MoE)No. views=12026.02 | 66.09 | |
| ShaSpecNo. views=12026.02 | 62.98 | |
| FuseMoENo. views=32026.02 | 62.52 | |
| ShaSpecNo. views=1, Missing views training=true2026.02 | 61.59 | |
| COCOA*No. views=12026.02 | 59.8 | |
| FlexMoENo. views=12026.02 | 57.54 | |
| FuseMoENo. views=12026.02 | 56.66 | |
| FlexMoENo. views=1, Missing views training=true2026.02 | 54.42 | |
| FuseMoENo. views=1, Missing views training=true2026.02 | 52.1 | |
| ShaSpecNo. views=12026.02 | 47.01 | |
| FlexMoENo. views=32026.02 | 35.83 | |
| FuseMoENo. views=12026.02 | 15.07 | |
| FlexMoENo. views=12026.02 | 9.09 |