# Gaze Estimation on GazeGene (test)

Source: [Gaze Estimation on GazeGene (test)](<https://www.sota2.com/research/sota/gaze-estimation-on-gazegene-test>)

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

Data updated: 2026-03-27T12:28:22.889Z

Evaluation of Gaze Estimation performance on the test split of the GazeGene dataset, reporting angular error metrics such as Mean Angular Error and Standard Deviation.

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) | GazeGene (test) |
| Metric | Mean Angular Error (MAE) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Mean Angular Error (MAE)](<https://www.sota2.com/research/sota/gaze-estimation-on-gazegene-test.md?metric=Mean%20Angular%20Error%20(MAE)>): Lower is better; unit: SCALAR.

- [Standard Deviation of Error (SD)](<https://www.sota2.com/research/sota/gaze-estimation-on-gazegene-test.md?metric=Standard%20Deviation%20of%20Error%20(SD)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Angular Error (MAE) | Result date | Report paper |
| --- | --- | --- | --- |
| ResNet18 | 3.76 | Not recorded | 69c60f1a0636e5bf4afc859e |
| Siamese MLP | 8.91 | Not recorded | 69c60f1a0636e5bf4afc859e |
| Holistic MLP | 9 | Not recorded | 69c60f1a0636e5bf4afc859e |
| XGBoost | 13.49 | Not recorded | 69c60f1a0636e5bf4afc859e |

### ResNet18

Mean Angular Error (MAE): 3.76. Result ID: 69c676f347f34ce924b03d49.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

Recorded evaluation configuration: {"Model Type":"Image-based"}. This record does not assert independent reproduction.

### Siamese MLP

Mean Angular Error (MAE): 8.91. Result ID: 69c676f347f34ce924b03d4c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction.

### Holistic MLP

Mean Angular Error (MAE): 9. Result ID: 69c676f347f34ce924b03d4b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction.

### XGBoost

Mean Angular Error (MAE): 13.49. Result ID: 69c676f347f34ce924b03d4a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60f1a0636e5bf4afc859e.md>)

Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction.

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