# Medical Time Series Classification on UCI-HAR 6-Classes

Source: [Medical Time Series Classification on UCI-HAR 6-Classes](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes>)

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

Data updated: 2026-05-04T08:30:58.844Z

Evaluation of Medical Time Series Classification performance on the 6-class subset of the UCI Human Activity Recognition (HAR) dataset, reporting Accuracy, Precision, Recall, F1-score, and AUROC.

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 | Medical Time Series Classification |
| Dataset (including any stated split) | UCI-HAR 6-Classes |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1-score](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes.md?metric=F1-score>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/medical-time-series-classification-on-uci-har-6-classes.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Medformer | 91.65 | Not recorded | 69f82806c0f56ed8430889b3 |
| TS-Fingerprint | 90.87 | Not recorded | 69f82806c0f56ed8430889b3 |
| Informer | 90.3 | Not recorded | 69f82806c0f56ed8430889b3 |
| FEDformer | 90.16 | Not recorded | 69f82806c0f56ed8430889b3 |
| Nonformer | 90.01 | Not recorded | 69f82806c0f56ed8430889b3 |
| MTST | 89.79 | Not recorded | 69f82806c0f56ed8430889b3 |
| Crossformer | 89.74 | Not recorded | 69f82806c0f56ed8430889b3 |
| Transformer | 88.86 | Not recorded | 69f82806c0f56ed8430889b3 |
| Reformer | 88.44 | Not recorded | 69f82806c0f56ed8430889b3 |
| PatchTST | 87.11 | Not recorded | 69f82806c0f56ed8430889b3 |
| iTransformer | 84.3 | Not recorded | 69f82806c0f56ed8430889b3 |
| Autoformer | 82.38 | Not recorded | 69f82806c0f56ed8430889b3 |

### Medformer

Accuracy: 91.65. Result ID: 69f8592847f34ce924dc0d53.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75521e209131cea6727f.md>)

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

### TS-Fingerprint

Accuracy: 90.87. Result ID: 69f8592847f34ce924dc0d54.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

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

### Informer

Accuracy: 90.3. Result ID: 69f8592847f34ce924dc0d4c.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23263.md>)

[Implementation](<https://github.com/zhouhaoyi/Informer2020>)

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

### FEDformer

Accuracy: 90.16. Result ID: 69f8592847f34ce924dc0d4b.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cbf1e209131cea35c29.md>)

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

### Nonformer

Accuracy: 90.01. Result ID: 69f8592847f34ce924dc0d4f.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713e1e209131cea50092.md>)

[Implementation](<https://github.com/thuml/Nonstationary_Transformers>)

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

### MTST

Accuracy: 89.79. Result ID: 69f8592847f34ce924dc0d4e.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729f1e209131cea5799b.md>)

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

### Crossformer

Accuracy: 89.74. Result ID: 69f8592847f34ce924dc0d4a.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

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

### Transformer

Accuracy: 88.86. Result ID: 69f8592847f34ce924dc0d52.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

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

### Reformer

Accuracy: 88.44. Result ID: 69f8592847f34ce924dc0d51.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671b1e209131cea143ed.md>)

[Implementation](<https://github.com/google/trax/tree/master/trax/models/reformer>)

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

### PatchTST

Accuracy: 87.11. Result ID: 69f8592847f34ce924dc0d50.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb21e209131cea4181f.md>)

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

### iTransformer

Accuracy: 84.3. Result ID: 69f8592847f34ce924dc0d4d.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72851e209131cea56f9c.md>)

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

### Autoformer

Accuracy: 82.38. Result ID: 69f8592847f34ce924dc0d49.

[Reporting paper](<https://www.sota2.com/research/paper/69f82806c0f56ed8430889b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9a1e209131cea2f3a3.md>)

[Implementation](<https://github.com/thuml/Autoformer>)

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

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