Gaze Estimation on MPIIGaze (ETH-XGaze 5-shot transfer, test)
5.3Angular ErrorAlfa
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Alfa# Parameters (Train)=5.26, # Parameters (Tuned)=2.98, # Parameters (Test)=2.31, Shots=5-shot2026.03 | 5.3 | 5.72 | |
| Alfa# Parameters (Train)=5.26, # Parameters (Tuned)=2.98, # Parameters (Test)=2.31, 5-shot adaptation=true2026.03 | 5.3 | — | |
| TPGaze# Parameters (Train)=11.18, # Parameters (Tuned)=0.13, # Parameters (Test)=11.18, Shots=5-shot2026.03 | 6.3 | 5.96 | |
| TPGaze# Parameters (Train)=11.18, # Parameters (Tuned)=0.13, # Parameters (Test)=11.18, 5-shot adaptation=true2026.03 | 6.3 | — | |
| RUDA# Parameters (Train)=12.20, # Parameters (Tuned)=12.20, # Parameters (Test)=12.20, Shots=5-shot2026.03 | 6.86 | 6.5 | |
| RUDA†# Parameters (Train)=12.20, # Parameters (Tuned)=12.20, # Parameters (Test)=12.20, 5-shot adaptation=true2026.03 | 6.86 | — | |
| PnP-GA# Parameters (Train)=116.9, # Parameters (Tuned)=116.9, # Parameters (Test)=116.9, Shots=5-shot2026.03 | 6.91 | 7.41 | |
| PnP-GA†# Parameters (Train)=116.9, # Parameters (Tuned)=116.9, # Parameters (Test)=116.9, 5-shot adaptation=true2026.03 | 6.91 | — | |
| DAGENShots=5-shot2026.03 | 7.53 | 9.34 | |
| Gaze360Shots=5-shot2026.03 | 7.86 | 8.69 | |
| Baseline (ResNet-18)# Parameters (Train)=11.18, # Parameters (Tuned)=0, # Parameters (Test)=11.18, Shots=5-shot2026.03 | 8.02 | 7.83 | |
| Baseline (ResNet-18)# Parameters (Train)=11.18, # Parameters (Tuned)=0, # Parameters (Test)=11.18, 5-shot adaptation=true2026.03 | 8.02 | — | |
| GazeAdvShots=5-shot2026.03 | 8.48 | 9.12 |