Gaze Estimation on RealGaze Ideal
13.9dX Error (pixels)UniGaze-H-Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniGaze-H-JointBackbone=ViT-H, Training data=5 datasets, Model size=632M2026.03 | 13.9 | 38.1 | 43.1 | |
| Ours (ViT-B)Backbone=ViT-B, Training data={DX, DN, DC}, Model size=86.6M2026.03 | 14.9 | 29.3 | 36.2 | |
| Ours (MobileNet-v2)Backbone=MobileNet-v2, Training data={DX, DN, DC}, Model size=3.8M2026.03 | 16 | 28.8 | 36.6 | |
| UniGaze-B-JointBackbone=ViT-B, Training data=5 datasets, Model size=86.6M2026.03 | 16.1 | 33.7 | 40.6 | |
| ETH-XGazeBackbone=ResNet-50, Training data=DX, Model size=25.6M2026.03 | 24.8 | 62.7 | 72.3 | |
| PureGazeBackbone=ResNet-50, Training data=DX, Model size=31.0M2026.03 | 35.3 | 73.3 | 85.7 |