Egocentric Gaze Prediction on EGTEA Gaze+
46.8F1 ScoreSAGE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAGE2026.07 | 46.8 | 62.1 | 36.8 | |
| ECOGaze2026.07 | 45.9 | 61.1 | 36.7 | |
| GLCBackbone=GLC2026.07 | 44.8 | 61.2 | 35.3 | |
| MViTBackbone=MViT2026.07 | 43 | 57.8 | 35.4 | |
| GLC (Causal)Mode=Causal2026.07 | 41.6 | 57.9 | 32.4 | |
| I3D-R50Gaze supervision alongside action labels=true2026.07 | 40.9 | 57.2 | 31.8 | |
| I3D-R50Backbone=ResNet-502026.07 | 40.9 | 57.2 | 31.8 | |
| Attention Transition2026.07 | 37.2 | 51.9 | 29 | |
| Joint LearningGaze supervision alongside action labels=true2026.07 | 34 | 42.7 | 28.3 | |
| EGTEA2026.07 | 33.84 | 41.93 | 28.41 | |
| Gaze MLEGaze supervision alongside action labels=true2026.07 | 26.6 | 35.7 | 21.3 | |
| EgoGaze2026.07 | 16.3 | 16.3 | 16.3 | |
| GBVS2026.07 | 15.7 | 45.1 | 9.5 | |
| Center Prior2026.07 | 10.7 | 32 | 6.4 |