# Gaze Estimation on ETH-XGaze (test) Source: [Gaze Estimation on ETH-XGaze (test)]() Collection index: [llms.txt]() Data updated: 2026-03-27T12:28:22.935Z Evaluation of Gaze Estimation performance on the test split of the ETH-XGaze dataset, reporting 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) | ETH-XGaze (test) | | Metric | Mean Angular Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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](): Lower is better; unit: SCALAR. - [Standard Deviation (MAE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Mean Angular Error | Result date | Report paper | | --- | --- | --- | --- | | ResNet18 | 5.73 | Not recorded | 69c60f1a0636e5bf4afc859e | | Siamese MLP | 8.5 | Not recorded | 69c60f1a0636e5bf4afc859e | | Holistic MLP | 8.54 | Not recorded | 69c60f1a0636e5bf4afc859e | | XGBoost | 11.63 | Not recorded | 69c60f1a0636e5bf4afc859e | | ResNet18 | 12.87 | Not recorded | 69c60f1a0636e5bf4afc859e | | Siamese MLP | 13.85 | Not recorded | 69c60f1a0636e5bf4afc859e | | Holistic MLP | 15.35 | Not recorded | 69c60f1a0636e5bf4afc859e | | Siamese MLP | 17.55 | Not recorded | 69c60f1a0636e5bf4afc859e | | XGBoost | 17.56 | Not recorded | 69c60f1a0636e5bf4afc859e | | ResNet18 | 18.51 | Not recorded | 69c60f1a0636e5bf4afc859e | | Holistic MLP | 20.13 | Not recorded | 69c60f1a0636e5bf4afc859e | | XGBoost | 24.88 | Not recorded | 69c60f1a0636e5bf4afc859e | ### ResNet18 Mean Angular Error: 5.73. Result ID: 69c676f347f34ce924b03d4d. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Image-based"}. This record does not assert independent reproduction. ### Siamese MLP Mean Angular Error: 8.5. Result ID: 69c676f347f34ce924b03d50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction. ### Holistic MLP Mean Angular Error: 8.54. Result ID: 69c676f347f34ce924b03d4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction. ### XGBoost Mean Angular Error: 11.63. Result ID: 69c676f347f34ce924b03d4e. [Reporting paper]() Recorded evaluation configuration: {"Model Type":"Landmark-based"}. This record does not assert independent reproduction. ### ResNet18 Mean Angular Error: 12.87. Result ID: 69c676f347f34ce924b03d5d. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"GazeGene"}. This record does not assert independent reproduction. ### Siamese MLP Mean Angular Error: 13.85. Result ID: 69c676f347f34ce924b03d63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GazeGene"}. This record does not assert independent reproduction. ### Holistic MLP Mean Angular Error: 15.35. Result ID: 69c676f347f34ce924b03d61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"GazeGene"}. This record does not assert independent reproduction. ### Siamese MLP Mean Angular Error: 17.55. Result ID: 69c676f347f34ce924b03d64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction. ### XGBoost Mean Angular Error: 17.56. Result ID: 69c676f347f34ce924b03d5f. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"GazeGene"}. This record does not assert independent reproduction. ### ResNet18 Mean Angular Error: 18.51. Result ID: 69c676f347f34ce924b03d5e. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction. ### Holistic MLP Mean Angular Error: 20.13. Result ID: 69c676f347f34ce924b03d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction. ### XGBoost Mean Angular Error: 24.88. Result ID: 69c676f347f34ce924b03d60. [Reporting paper]() Recorded evaluation configuration: {"Training Dataset":"Gaze360"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.