Gaze Estimation on ETH-XGaze to EyeDiap DE -> DD (test)
5.1Angular Gaze Error (degrees)RUDA
Evaluation results
| Method | Links | |
|---|---|---|
| RUDAFT=1002026.05 | 5.1 | |
| CRGAFT=>02026.05 | 5.66 | |
| CRGA-100FT=>02026.05 | 5.72 | |
| PnP-GA+FT=1002026.05 | 5.73 | |
| Alfa# Parameters (Train)=5.26, # Parameters (Tuned)=2.98, # Parameters (Test)=2.31, 5-shot adaptation=true2026.03 | 5.82 | |
| TPGaze# Parameters (Train)=11.18, # Parameters (Tuned)=0.13, # Parameters (Test)=11.18, 5-shot adaptation=true2026.03 | 5.89 | |
| PnP-GAFT=1002026.05 | 6.17 | |
| PCNetFT=02026.05 | 6.17 | |
| Jitter-GazeFT=1002026.05 | 6.62 | |
| RUDA†# Parameters (Train)=12.20, # Parameters (Tuned)=12.20, # Parameters (Test)=12.20, 5-shot adaptation=true2026.03 | 6.84 | |
| RATFT=02026.05 | 6.91 | |
| PnP-GA†# Parameters (Train)=116.9, # Parameters (Tuned)=116.9, # Parameters (Test)=116.9, 5-shot adaptation=true2026.03 | 7.18 | |
| SeeTNBackbone=ResNet-182026.04 | 7.18 | |
| IGTGGazeFT=02026.05 | 7.28 | |
| Baseline (ResNet-18)# Parameters (Train)=11.18, # Parameters (Tuned)=0, # Parameters (Test)=11.18, 5-shot adaptation=true2026.03 | 7.3 | |
| LatentGazeFT=1002026.05 | 7.81 | |
| GMGazeFT=100, Protocol=FT2026.05 | 7.99 | |
| GHR-2DFT=02026.05 | 8.05 | |
| GMGazeFT=0, Protocol=DG2026.05 | 8.71 | |
| SUGEBackbone=ResNet-182026.04 | 8.74 | |
| BaselineBackbone=ResNet-182026.04 | 8.78 | |
| PureGazeFT=02026.05 | 9.32 | |
| SAZEFT=02026.05 | 10.3 | |
| FullFaceFT=02026.05 | 14.42 | |
| DivideMixBackbone=ResNet-182026.04 | 20.09 |