# Ataxic Gait Detection on CA-Gait 10 (5-fold cross-validation)

Source: [Ataxic Gait Detection on CA-Gait 10 (5-fold cross-validation)](<https://www.sota2.com/research/sota/ataxic-gait-detection-on-ca-gait-10-5-fold-cross-validation>)

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

Data updated: 2026-03-23T10:03:59.704Z

Evaluation of Ataxic Gait Detection performance on the CA-Gait 10 dataset, utilizing a 5-fold cross-validation scheme and reporting F1 Score and Accuracy.

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 Detection |
| Dataset (including any stated split) | CA-Gait 10 (5-fold cross-validation) |
| Metric | 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

- [F1 Score](<https://www.sota2.com/research/sota/ataxic-gait-detection-on-ca-gait-10-5-fold-cross-validation.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [STD F1 Score](<https://www.sota2.com/research/sota/ataxic-gait-detection-on-ca-gait-10-5-fold-cross-validation.md?metric=STD%20F1%20Score>): Lower is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/ataxic-gait-detection-on-ca-gait-10-5-fold-cross-validation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [STD Accuracy](<https://www.sota2.com/research/sota/ataxic-gait-detection-on-ca-gait-10-5-fold-cross-validation.md?metric=STD%20Accuracy>): Lower is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Proposed AtGCN (l = 6) | 99.63 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN (l = 7) | 99.46 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN (l = 5) | 99.39 | Not recorded | 68fa75781e209131cea682f3 |
| LSTM-based model | 97.11 | Not recorded | 68fa75781e209131cea682f3 |
| GaitGraph | 96.95 | Not recorded | 68fa75781e209131cea682f3 |

### Proposed AtGCN (l = 6)

F1 Score: 99.63. Result ID: 69c10fd247f34ce924a8ff8a.

[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":"0.572M"}. This record does not assert independent reproduction.

### AtGCN (l = 7)

F1 Score: 99.46. Result ID: 69c10fd247f34ce924a8ff8b.

[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":"0.770M"}. This record does not assert independent reproduction.

### AtGCN (l = 5)

F1 Score: 99.39. Result ID: 69c10fd247f34ce924a8ff89.

[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":"0.374M"}. This record does not assert independent reproduction.

### LSTM-based model

F1 Score: 97.11. Result ID: 69c10fd247f34ce924a8ff87.

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

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

### GaitGraph

F1 Score: 96.95. Result ID: 69c10fd247f34ce924a8ff88.

[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":"0.284M"}. This record does not assert independent reproduction.

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