Gaze Estimation on RealGaze Overall
18.3dX ErrorUniGaze-H-Joint
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniGaze-H-JointBackbone=ViT-H, Training data=5 datasets, Model size=632M2026.03 | 18.3 | 44.1 | 51.5 | |
| Ours (ViT-B)Backbone=ViT-B, Training data={DX, DN, DC}, Model size=86.6M2026.03 | 19.1 | 35.8 | 44.4 | |
| UniGaze-B-JointBackbone=ViT-B, Training data=5 datasets, Model size=86.6M2026.03 | 21.1 | 44.4 | 52.8 | |
| Ours (MobileNet-v2)Backbone=MobileNet-v2, Training data={DX, DN, DC}, Model size=3.8M2026.03 | 22.3 | 34.9 | 46.3 | |
| ETH-XGazeBackbone=ResNet-50, Training data=DX, Model size=25.6M2026.03 | 42.9 | 59.7 | 82.1 | |
| PureGazeBackbone=ResNet-50, Training data=DX, Model size=31.0M2026.03 | 46.6 | 71 | 93.5 |