# Gaze Estimation on GazeGene

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

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

Data updated: 2026-03-27T12:28:22.972Z

Evaluation of Gaze Estimation performance on the GazeGene dataset, reporting Mean Absolute Error (MAE) and Standard Deviation (SD).

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 |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

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

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Siamese MLP | 14.85 | Not recorded | 69c60f1a0636e5bf4afc859e |
| Holistic MLP | 15.16 | Not recorded | 69c60f1a0636e5bf4afc859e |
| ResNet18 | 15.42 | Not recorded | 69c60f1a0636e5bf4afc859e |
| Siamese MLP | 15.99 | Not recorded | 69c60f1a0636e5bf4afc859e |
| Holistic MLP | 17.13 | Not recorded | 69c60f1a0636e5bf4afc859e |
| ResNet18 | 18.8 | Not recorded | 69c60f1a0636e5bf4afc859e |
| XGBoost | 18.83 | Not recorded | 69c60f1a0636e5bf4afc859e |
| XGBoost | 25.89 | Not recorded | 69c60f1a0636e5bf4afc859e |

### Siamese MLP

MAE: 14.85. Result ID: 69c676f347f34ce924b03d5b.

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

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

Recorded evaluation configuration: {"Training Dataset":"ETH-Xgaze"}. This record does not assert independent reproduction.

### Holistic MLP

MAE: 15.16. Result ID: 69c676f347f34ce924b03d59.

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

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

Recorded evaluation configuration: {"Training Dataset":"ETH-Xgaze"}. This record does not assert independent reproduction.

### ResNet18

MAE: 15.42. Result ID: 69c676f347f34ce924b03d55.

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

Recorded evaluation configuration: {"Training Dataset":"ETH-Xgaze"}. This record does not assert independent reproduction.

### Siamese MLP

MAE: 15.99. Result ID: 69c676f347f34ce924b03d5c.

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

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

Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction.

### Holistic MLP

MAE: 17.13. Result ID: 69c676f347f34ce924b03d5a.

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

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

Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction.

### ResNet18

MAE: 18.8. Result ID: 69c676f347f34ce924b03d56.

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

Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction.

### XGBoost

MAE: 18.83. Result ID: 69c676f347f34ce924b03d57.

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

Recorded evaluation configuration: {"Training Dataset":"ETH-Xgaze"}. This record does not assert independent reproduction.

### XGBoost

MAE: 25.89. Result ID: 69c676f347f34ce924b03d58.

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

Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction.

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