Gaze Estimation on Gaze360 (source) to MPIIGaze (target) 5-shot (test)
5.91Angular Gaze ErrorAlfa
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Alfa# Parameters (Train)=5.26, # Parameters (Tuned)=2.98, # Parameters (Test)=2.31, Shots=5-shot2026.03 | 5.91 | 5.72 | |
| TPGaze# Parameters (Train)=11.18, # Parameters (Tuned)=0.13, # Parameters (Test)=11.18, Shots=5-shot2026.03 | 6.62 | 5.96 | |
| RUDA# Parameters (Train)=12.20, # Parameters (Tuned)=12.20, # Parameters (Test)=12.20, Shots=5-shot2026.03 | 6.96 | 6.5 | |
| PnP-GA# Parameters (Train)=116.9, # Parameters (Tuned)=116.9, # Parameters (Test)=116.9, Shots=5-shot2026.03 | 7.36 | 7.41 | |
| Gaze360Shots=5-shot2026.03 | 7.71 | 8.69 | |
| Baseline (ResNet-18)# Parameters (Train)=11.18, # Parameters (Tuned)=0, # Parameters (Test)=11.18, Shots=5-shot2026.03 | 7.79 | 7.83 | |
| GazeAdvShots=5-shot2026.03 | 9.15 | 9.12 | |
| DAGENShots=5-shot2026.03 | 9.31 | 9.34 |