# Gaze Estimation on Project Aria

Source: [Gaze Estimation on Project Aria](<https://www.sota2.com/research/sota/gaze-estimation-on-project-aria>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-06T07:45:12.367Z

Evaluation of Gaze Estimation performance on 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 |
| Metric | E50U50 |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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](<https://www.sota2.com/research/sota/gaze-estimation-on-project-aria.md?metric=E50U50>): Lower is better; unit: SCALAR.

- [E75U75](<https://www.sota2.com/research/sota/gaze-estimation-on-project-aria.md?metric=E75U75>): Lower is better; unit: SCALAR.

- [E90U90](<https://www.sota2.com/research/sota/gaze-estimation-on-project-aria.md?metric=E90U90>): Lower is better; unit: SCALAR.

## Recorded results

| Method | E50U50 | Result date | Report paper |
| --- | --- | --- | --- |
| Optimized VFM | 1.33 | Not recorded | 69d33e157d0172140ec7375a |
| DINOv3 SynFT | 2.01 | Not recorded | 69d33e157d0172140ec7375a |
| On-device SynSup | 3.48 | Not recorded | 69d33e157d0172140ec7375a |
| DARE-GRAM | 4.84 | Not recorded | 69d33e157d0172140ec7375a |
| DINOv3 Linear Probe | 5.47 | Not recorded | 69d33e157d0172140ec7375a |

### Optimized VFM

E50U50: 1.33. Result ID: 69d3640a47f34ce924baea12.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

Recorded evaluation configuration: {"Inf. params":"86 M"}. This record does not assert independent reproduction.

### DINOv3 SynFT

E50U50: 2.01. Result ID: 69d3640a47f34ce924baea10.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Inf. params":"86 M","Protocol":"synthetic finetuning"}. This record does not assert independent reproduction.

### On-device SynSup

E50U50: 3.48. Result ID: 69d3640a47f34ce924baea0e.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

Recorded evaluation configuration: {"Inf. params":"256 K","Protocol":"synthetic supervised"}. This record does not assert independent reproduction.

### DARE-GRAM

E50U50: 4.84. Result ID: 69d3640a47f34ce924baea11.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42dda.md>)

[Implementation](<https://github.com/ismailnejjar/DARE-GRAM>)

Recorded evaluation configuration: {"Inf. params":"86 M"}. This record does not assert independent reproduction.

### DINOv3 Linear Probe

E50U50: 5.47. Result ID: 69d3640a47f34ce924baea0f.

[Reporting paper](<https://www.sota2.com/research/paper/69d33e157d0172140ec7375a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a931e209131cea83fc5.md>)

Recorded evaluation configuration: {"Inf. params":"86 M","Protocol":"linear-evaluated foundation model"}. This record does not assert independent reproduction.

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