Gaze Estimation on RealGaze Side-Lit
14.6dX ErrorUniGaze-H-Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniGaze-H-JointBackbone=ViT-H, Training data=5 datasets, Model size=632M2026.03 | 14.6 | 35.5 | 41.3 | |
| UniGaze-B-JointBackbone=ViT-B, Training data=5 datasets, Model size=86.6M2026.03 | 17.4 | 35 | 41.8 | |
| Ours (ViT-B)Backbone=ViT-B, Training data={DX, DN, DC}, Model size=86.6M2026.03 | 17.7 | 27.9 | 35.9 | |
| Ours (MobileNet-v2)Backbone=MobileNet-v2, Training data={DX, DN, DC}, Model size=3.8M2026.03 | 18.6 | 28.5 | 37 | |
| ETH-XGazeBackbone=ResNet-50, Training data=DX, Model size=25.6M2026.03 | 33 | 56.9 | 71.8 | |
| PureGazeBackbone=ResNet-50, Training data=DX, Model size=31.0M2026.03 | 59.4 | 54.3 | 90.3 |