Gaze Estimation on MPIIFaceGaze DM
45.4Euclidean Distance (||d||2)Gaze322 (ResNet-18)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gaze322 (ResNet-18)Model size=11.4M, Calibration=20 Pts2026.03 | 45.4 | — | — | |
| Ours (MobileNet)Model size=3.8M, Calibration=20 Pts2026.03 | 52.6 | 19.6 | 45.6 | |
| UniGaze-B-JointModel size=86.6M, Calibration=20 Pts2026.03 | 52.8 | 18.8 | 45.7 | |
| Ours (ViT-B)Model size=86.6M, Calibration=20 Pts2026.03 | 53.2 | 20.8 | 46 | |
| UniGaze-B-JointModel size=86.6M, Calibration=10 Pts2026.03 | 54.3 | 18.5 | 47.5 | |
| Ours (ViT-B)Model size=86.6M, Calibration=10 Pts2026.03 | 54.7 | 19.2 | 47.9 | |
| ETH-XGaze (ResNet-50)Model size=25.6M, Calibration=20 Pts2026.03 | 54.8 | 21.3 | 46.3 | |
| Ours (MobileNet)Model size=3.8M, Calibration=10 Pts2026.03 | 54.8 | 21.1 | 47.4 | |
| Ours (ViT-B)Model size=86.6M, Calibration=5 Pts2026.03 | 56.2 | 18.9 | 49.4 | |
| ETH-XGaze (ResNet-50)Model size=25.6M, Calibration=10 Pts2026.03 | 56.5 | 23.3 | 47.8 | |
| Gaze322 (ResNet-18)Model size=11.4M, Calibration=10 Pts2026.03 | 56.7 | — | — | |
| ETH-XGaze (ResNet-50)Model size=25.6M, Calibration=5 Pts2026.03 | 57 | 26.6 | 45.6 | |
| Ours (MobileNet)Model size=3.8M, Calibration=5 Pts2026.03 | 59.3 | 25.6 | 50.9 | |
| UniGaze-B-JointModel size=86.6M, Calibration=5 Pts2026.03 | 60.3 | 18.6 | 53.3 | |
| Gaze322 (ResNet-18)Model size=11.4M, Calibration=5 Pts2026.03 | 62.3 | — | — | |
| Ours (MobileNet)Model size=3.8M, Calibration=3 Pts2026.03 | 63.6 | 29.8 | 51.6 | |
| UniGaze-B-JointModel size=86.6M, Calibration=3 Pts2026.03 | 66.5 | 27.6 | 54.3 | |
| Ours (ViT-B)Model size=86.6M, Calibration=3 Pts2026.03 | 67.6 | 27.2 | 56.6 | |
| ETH-XGaze (ResNet-50)Model size=25.6M, Calibration=3 Pts2026.03 | 76.6 | 32.1 | 63 | |
| Gaze322 (ResNet-18)Model size=11.4M, Calibration=3 Pts2026.03 | 79.3 | — | — | |
| Ours (MobileNet)Model size=3.8M, Calibration=Uncalibrated2026.03 | 88.1 | 39.8 | 70.8 | |
| Ours (ViT-B)Model size=86.6M, Calibration=Uncalibrated2026.03 | 90.7 | 40.4 | 73.2 | |
| UniGaze-B-JointModel size=86.6M, Calibration=Uncalibrated2026.03 | 92.4 | 36.6 | 77.7 | |
| Gaze322 (ResNet-18)Model size=11.4M, Calibration=Uncalibrated2026.03 | 101.9 | — | — | |
| ETH-XGaze (ResNet-50)Model size=25.6M, Calibration=Uncalibrated2026.03 | 104.3 | 47.4 | 82.9 |