Gaze Estimation on EyeDiap DE (test)
4.53Angular ErrorUniGaze-H-14-Joint
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniGaze-H-14-JointBackbone=ViT-H, Model Size=632M, Training Datasets=5 datasets2026.03 | 4.53 | 3.25 | 2.45 | |
| UniGaze-B-16-JointBackbone=ViT-B, Model Size=86.6M, Training Datasets=5 datasets2026.03 | 5.02 | 3.67 | 2.69 | |
| UnReGALabeling Rate=Full, Source Domain=Gaze3602026.05 | 5.42 | — | — | |
| GLABackbone=ResNet-18, Model Size=11.7M, Training Datasets={DX, DC, D360}2026.03 | 5.71 | — | — | |
| UnReGA-Labeling Rate=Full, Source Domain=Gaze3602026.05 | 6.4 | — | — | |
| Ours (ViT-B)Backbone=ViT-B, Model Size=86.6M, Training Datasets={DX, DC, DN}2026.03 | 6.41 | 4.9 | 3.14 | |
| CRGALabeling Rate=Full, Source Domain=Gaze3602026.05 | 6.49 | — | — | |
| Ours (MobileNet)Backbone=MobileNet, Model Size=3.8M, Training Datasets={DX, DC, DN}2026.03 | 6.53 | 4.87 | 3.26 | |
| PnP-GA+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.05 | 6.76 | — | — | |
| PnP-GALabeling Rate=Full, Source Domain=Gaze3602026.05 | 6.85 | — | — | |
| UnReGA-+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.05 | 6.91 | — | — | |
| PnP-GA+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.05 | 6.93 | — | — | |
| Baseline (SDA)Labeling Rate=Full, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 7.26 | — | — | |
| CDGLabeling Rate=Full, Source Domain=Gaze3602026.05 | 7.27 | — | — | |
| PnP-GA+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.05 | 7.58 | — | — | |
| GazeconLabeling Rate=Full, Source Domain=Gaze3602026.05 | 7.82 | — | — | |
| AGGLabeling Rate=Full, Source Domain=Gaze3602026.05 | 7.93 | — | — | |
| Baseline (SDA)+DSCLLabeling Rate=20%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 8.15 | — | — | |
| Baseline (SDA)+DSCLLabeling Rate=10%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 8.23 | — | — | |
| UnReGA-Labeling Rate=20%, Source Domain=Gaze3602026.05 | 8.33 | — | — | |
| PnP-GALabeling Rate=20%, Source Domain=Gaze3602026.05 | 8.54 | — | — | |
| Baseline (SDA)+DSCLLabeling Rate=5%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 8.64 | — | — | |
| UnReGA-+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.05 | 8.8 | — | — | |
| PnP-GALabeling Rate=10%, Source Domain=Gaze3602026.05 | 8.95 | — | — | |
| Baseline (DG)+DSCLLabeling Rate=20%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 9.01 | — | — | |
| PureGazeLabeling Rate=Full, Source Domain=Gaze3602026.05 | 9.32 | — | — | |
| PureGaze+DSCLLabeling Rate=20%, Source Domain=Gaze3602026.05 | 9.32 | — | — | |
| Baseline (SDA)Labeling Rate=20%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 9.37 | — | — | |
| PureGaze+DSCLLabeling Rate=10%, Source Domain=Gaze3602026.05 | 9.59 | — | — | |
| Baseline (DG)+DSCLLabeling Rate=10%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 9.96 | — | — | |
| Baseline (SDA)Labeling Rate=10%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 10.09 | — | — | |
| UnReGA-Labeling Rate=10%, Source Domain=Gaze3602026.05 | 10.11 | — | — | |
| Baseline (DG)+DSCLLabeling Rate=5%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 10.21 | — | — | |
| Baseline (SDA)Labeling Rate=5%, Protocol=Supervised Domain Adaptation, Source Domain=Gaze3602026.05 | 10.66 | — | — | |
| UnReGA-+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.05 | 11.52 | — | — | |
| Baseline (DG)Labeling Rate=Full, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 11.62 | — | — | |
| PnP-GALabeling Rate=5%, Source Domain=Gaze3602026.05 | 11.78 | — | — | |
| Baseline (DG)Labeling Rate=20%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 13.37 | — | — | |
| PureGaze+DSCLLabeling Rate=5%, Source Domain=Gaze3602026.05 | 14.4 | — | — | |
| UnReGA-Labeling Rate=5%, Source Domain=Gaze3602026.05 | 14.69 | — | — | |
| Baseline (DG)Labeling Rate=10%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 14.95 | — | — | |
| PureGazeLabeling Rate=20%, Source Domain=Gaze3602026.05 | 16.05 | — | — | |
| PureGazeLabeling Rate=10%, Source Domain=Gaze3602026.05 | 18.61 | — | — | |
| Baseline (DG)Labeling Rate=5%, Protocol=Domain Generalization, Source Domain=Gaze3602026.05 | 18.75 | — | — | |
| PureGazeLabeling Rate=5%, Source Domain=Gaze3602026.05 | 20.82 | — | — |