| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Gaze360 (test) | L2CS-Net | MAE (All 360°)10.41 | 60 | 7d ago | |
| MPIIFaceGaze | GMGaze | Angular Error (degrees)2.49 | 56 | 1mo ago | |
| EyeDiap DE (test) | UniGaze-H-14-Joint | Angular Error4.53 | 45 | 7d ago | |
| MPIIGaze D_M (test) | MAE5.8 | 40 | 7d ago | ||
| Gaze360 | OmniGaze | Angular Error9.12 | 32 | 1mo ago | |
| MPIIFaceGaze (leave-one-subject-out) | L2CS-Net | Mean Angular Error3.92 | 28 | 2mo ago | |
| MPIIFaceGaze DM | Gaze322 (ResNet-18) | Euclidean Distance (||d||2)45.4 | 25 | 2mo ago | |
| ETH-XGaze to EyeDiap DE -> DD (test) | Angular Gaze Error (degrees)5.1 | 25 | 1mo ago | ||
| GFIE trained on Gaze360 (Backward) | DHECA-SuperGaze-T | Angular Error (degrees)21.71 | 24 | 2mo ago | |
| Neural 3D Gaze | GVnet | Gaze Vector Error0.94 | 23 | 3mo ago | |
| ETH-XGaze | GMGaze | GE Error (degrees)3.22 | 22 | 1mo ago | |
| EyeDiap | GMGaze | Angular Error1.44 | 19 | 1mo ago | |
| DG -> DD | SeeTN | Gaze Error7.42 | 15 | 1mo ago | |
| DG -> DM | SeeTN | Gaze Error6.57 | 15 | 1mo ago | |
| DE -> DM | Gaze Error5.79 | 15 | 1mo ago | ||
| EYEDIAP (E) (test) | GazeFormer-MoE | Mean Gaze Error (degrees)3.22 | 15 | 3mo ago | |
| MPIIFaceGaze M (test) | GazeFormer-MoE | Gaze Error (degrees)2.49 | 15 | 3mo ago | |
| Gaze360 -> ETH-XGaze | GE Error6.49 | 14 | 1mo ago | ||
| Gaze360 -> MPIIFaceGaze | GMGaze | Angular Error5.53 | 14 | 1mo ago | |
| ETH-XGaze (source) to MPIIGaze (target) 5-shot (test) | Alfa | Angular Error5.3 | 13 | 2mo ago | |
| MPIIFaceGaze DM (test) | Ours (ViT-B) | Angular Error (d)4.53 | 12 | 2mo ago | |
| ETH-XGaze (test) | Mean Angular Error5.73 | 12 | 2mo ago | ||
| Gaze360 Front facing trained on GFIE | DHECA-SuperGaze-T | Angular Error (degrees)42.27 | 12 | 2mo ago | |
| Gaze360 trained on GFIE (Front) | DHECA-SuperGaze-T | Angular Error39.62 | 12 | 2mo ago | |
| Gaze360 GFIE (Full) | DHECA-SuperGaze-T | Angular Error41.33 | 12 | 2mo ago |
