Social interaction classification on RatSI (val-8-test-2)
81.48AccuracyMSGL-Transformer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MSGL-Transformer2026.04 | 81.48 | 79.76 | 81.48 | 79.67 | |
| TCN2026.04 | 75.19 | 74.57 | 75.19 | 73.93 | |
| LSTM2026.04 | 69.29 | 83.61 | 69.29 | 73.92 | |
| Bi-LSTM2026.04 | 68.65 | 84.14 | 68.65 | 73.77 | |
| MSGL-TransformerParameters=285,892, Time/Epoch (s)=∼2952026.04 | 0.8148 | — | — | 0.7967 | |
| TCNParameters=30,788, Time/Epoch (s)=∼972026.04 | 0.7519 | — | — | 0.7393 | |
| LSTMParameters=57,604, Time/Epoch (s)=∼872026.04 | 0.6929 | — | — | 0.7392 | |
| Bi-LSTMParameters=147,972, Time/Epoch (s)=∼1042026.04 | 0.6865 | — | — | 0.7377 |