Behavior Classification on VOICES (test)
0.367F1 ScoreGLASS
Evaluation results
| Method | Links | |
|---|---|---|
| GLASSInput duration=2 seconds, Pre-training forecasting window=5 seconds2026.01 | 0.367 | |
| GLASSInput duration=5 seconds, Pre-training forecasting window=5 seconds2026.01 | 0.361 | |
| GLASSInput duration=2 seconds, Pre-training forecasting window=10 seconds2026.01 | 0.356 | |
| GLASSInput duration=10 seconds, Pre-training forecasting window=5 seconds2026.01 | 0.352 | |
| GLASSInput duration=5 seconds, Pre-training forecasting window=10 seconds2026.01 | 0.348 | |
| GLASSInput duration=10 seconds, Pre-training forecasting window=10 seconds2026.01 | 0.347 | |
| GLASSInput duration=5 seconds, Pre-training forecasting window=2 seconds2026.01 | 0.341 | |
| GLASSInput duration=2 seconds, Pre-training forecasting window=2 seconds2026.01 | 0.332 | |
| GLASSInput duration=10 seconds, Pre-training forecasting window=2 seconds2026.01 | 0.326 | |
| Statistical Features (eyes + face)Input duration=10 seconds2026.01 | 0.303 | |
| Statistical Features (eyes + face)Input duration=5 seconds2026.01 | 0.294 | |
| Eye-Gaze Temporal CNNInput duration=10 seconds2026.01 | 0.293 | |
| Statistical Features (eyes only)Input duration=10 seconds2026.01 | 0.29 | |
| Eye-Gaze Temporal CNNInput duration=5 seconds2026.01 | 0.285 | |
| Statistical Features (eyes only)Input duration=5 seconds2026.01 | 0.284 | |
| Statistical Features (eyes + face)Input duration=2 seconds2026.01 | 0.272 | |
| Statistical Features (eyes only)Input duration=2 seconds2026.01 | 0.271 | |
| Eye-Gaze Temporal CNNInput duration=2 seconds2026.01 | 0.267 |