# Ataxic Gait Classification on Auto-Gait (10-fold cross-val)

Source: [Ataxic Gait Classification on Auto-Gait (10-fold cross-val)](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val>)

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

Data updated: 2026-03-23T10:03:59.757Z

Evaluation of Ataxic Gait Classification performance on the Auto-Gait dataset using a 10-fold cross-validation scheme, reporting classification metrics like F1 Score, Accuracy, and ROC AUC.

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 | Ataxic gait classification |
| Dataset (including any stated split) | Auto-Gait (10-fold cross-val) |
| Metric | Mean F1 Score |
| Unit | PERCENT |
| Direction | Higher 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

- [Mean F1 Score](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=Mean%20F1%20Score>): Higher is better; unit: PERCENT.

- [STD F1 Score](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=STD%20F1%20Score>): Lower is better; unit: SCALAR.

- [Mean Accuracy](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=Mean%20Accuracy>): Higher is better; unit: PERCENT.

- [STD Accuracy](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=STD%20Accuracy>): Lower is better; unit: SCALAR.

- [Mean ROC AUC](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=Mean%20ROC%20AUC>): Higher is better; unit: PERCENT.

- [STD ROC AUC](<https://www.sota2.com/research/sota/ataxic-gait-classification-on-auto-gait-10-fold-cross-val.md?metric=STD%20ROC%20AUC>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed AtGCN | 93.46 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN | 92.66 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN | 92.54 | Not recorded | 68fa75781e209131cea682f3 |
| GaitGraph | 83.56 | Not recorded | 68fa75781e209131cea682f3 |
| Auto-Gait | 80.23 | Not recorded | 68fa75781e209131cea682f3 |

### Proposed AtGCN

Mean F1 Score: 93.46. Result ID: 69c10fd247f34ce924a8ff93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"l":"6","Parameter Count":"0.576M"}. This record does not assert independent reproduction.

### AtGCN

Mean F1 Score: 92.66. Result ID: 69c10fd247f34ce924a8ff94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"l":"7","Parameter Count":"0.774M"}. This record does not assert independent reproduction.

### AtGCN

Mean F1 Score: 92.54. Result ID: 69c10fd247f34ce924a8ff92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"l":"5","Parameter Count":"0.379M"}. This record does not assert independent reproduction.

### GaitGraph

Mean F1 Score: 83.56. Result ID: 69c10fd247f34ce924a8ff91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aab1e209131cea29a24.md>)

[Implementation](<https://www.sota2.com/github.com/tteepe/GaitGraph>)

Recorded evaluation configuration: {"Parameter Count":"0.320M"}. This record does not assert independent reproduction.

### Auto-Gait

Mean F1 Score: 80.23. Result ID: 69c10fd247f34ce924a8ff90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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