# Gaze Estimation on Project Aria (test) Source: [Gaze Estimation on Project Aria (test)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:45:12.411Z Evaluation of Gaze Estimation performance on the test split of the Project Aria dataset, reporting error metrics such as E50U50, E75U75, and E90U90. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Gaze Estimation | | Dataset (including any stated split) | Project Aria (test) | | Metric | E50U50 | | Unit | OTHER | | Direction | Lower is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [E50U50](): Lower is better; unit: OTHER. - [E75U75](): Lower is better; unit: OTHER. - [E90U90](): Lower is better; unit: OTHER. ## Recorded results | Method | E50U50 | Result date | Report paper | | --- | --- | --- | --- | | Fully supervised (upper bound) | 0.82 | Not recorded | 69d33e157d0172140ec7375a | | Optimized VFM | 1.33 | Not recorded | 69d33e157d0172140ec7375a | | DistillGaze | 1.44 | Not recorded | 69d33e157d0172140ec7375a | | VIC-KD | 1.46 | Not recorded | 69d33e157d0172140ec7375a | | Community KD | 1.48 | Not recorded | 69d33e157d0172140ec7375a | | Pseudo labels | 1.59 | Not recorded | 69d33e157d0172140ec7375a | | SP | 1.59 | Not recorded | 69d33e157d0172140ec7375a | | Self-distillation | 2.2 | Not recorded | 69d33e157d0172140ec7375a | | DARE-GRAM | 2.96 | Not recorded | 69d33e157d0172140ec7375a | | On-device synthetic supervision | 3.48 | Not recorded | 69d33e157d0172140ec7375a | ### Fully supervised (upper bound) E50U50: 0.82. Result ID: 69d3640a47f34ce924baea1c. [Reporting paper]() Recorded evaluation configuration: {"Inf. params":"256 K"}. This record does not assert independent reproduction. ### Optimized VFM E50U50: 1.33. Result ID: 69d3640a47f34ce924baea16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"86 M"}. This record does not assert independent reproduction. ### DistillGaze E50U50: 1.44. Result ID: 69d3640a47f34ce924baea1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### VIC-KD E50U50: 1.46. Result ID: 69d3640a47f34ce924baea19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### Community KD E50U50: 1.48. Result ID: 69d3640a47f34ce924baea1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### Pseudo labels E50U50: 1.59. Result ID: 69d3640a47f34ce924baea17. [Reporting paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### SP E50U50: 1.59. Result ID: 69d3640a47f34ce924baea18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Distillation with Optimized VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### Self-distillation E50U50: 2.2. Result ID: 69d3640a47f34ce924baea15. [Reporting paper]() Recorded evaluation configuration: {"Category":"Methods without VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### DARE-GRAM E50U50: 2.96. Result ID: 69d3640a47f34ce924baea14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Methods without VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. ### On-device synthetic supervision E50U50: 3.48. Result ID: 69d3640a47f34ce924baea13. [Reporting paper]() Recorded evaluation configuration: {"Category":"Methods without VFM","Inf. params":"256 K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.