Gaze Estimation on Project Aria (test)
0.82E50U50Fully supervised (upper bound)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Fully supervised (upper bound)Inf. params=256 K2026.04 | 0.82 | 1.94 | 5.91 | |
| Optimized VFMCategory=Distillation with Optimized VFM, Inf. params=86 M2026.04 | 1.33 | 3.07 | 8.32 | |
| DistillGazeCategory=Distillation with Optimized VFM, Inf. params=256 K2026.04 | 1.44 | 3.29 | 8.45 | |
| VIC-KDCategory=Distillation with Optimized VFM, Inf. params=256 K2026.04 | 1.46 | 3.32 | 8.4 | |
| Community KDCategory=Distillation with Optimized VFM, Inf. params=256 K2026.04 | 1.48 | 3.24 | 8.47 | |
| Pseudo labelsCategory=Distillation with Optimized VFM, Inf. params=256 K2026.04 | 1.59 | 3.49 | 8.19 | |
| SPCategory=Distillation with Optimized VFM, Inf. params=256 K2026.04 | 1.59 | 3.5 | 8.21 | |
| Self-distillationCategory=Methods without VFM, Inf. params=256 K2026.04 | 2.2 | 4.64 | 10.95 | |
| DARE-GRAMCategory=Methods without VFM, Inf. params=256 K2026.04 | 2.96 | 6.2 | 13.41 | |
| On-device synthetic supervisionCategory=Methods without VFM, Inf. params=256 K2026.04 | 3.48 | 7.41 | 14.84 |