# Epoch-level classification on HIE (val)

Source: [Epoch-level classification on HIE (val)](<https://www.sota2.com/research/sota/epoch-level-classification-on-hie-val>)

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

Data updated: 2026-05-27T07:00:06.801Z

Evaluation of Epoch-level Classification performance on the validation split of the HIE dataset, measured by ACC and 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 | Epoch-level classification |
| Dataset (including any stated split) | HIE (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/epoch-level-classification-on-hie-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/epoch-level-classification-on-hie-val.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HRVConformer | 87.87 | Not recorded | 6a167a6ddbd7150506f7fe9e |
| FCN19 | 86.91 | Not recorded | 6a167a6ddbd7150506f7fe9e |
| HRVRes50 | 83.15 | Not recorded | 6a167a6ddbd7150506f7fe9e |
| HRVTransformer | 79.08 | Not recorded | 6a167a6ddbd7150506f7fe9e |

### HRVConformer

Accuracy: 87.87. Result ID: 6a169610fbc373592c0f3224.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a6ddbd7150506f7fe9e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a167a6ddbd7150506f7fe9e.md>)

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

### FCN19

Accuracy: 86.91. Result ID: 6a169610fbc373592c0f3227.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a6ddbd7150506f7fe9e.md>)

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

### HRVRes50

Accuracy: 83.15. Result ID: 6a169610fbc373592c0f3226.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a6ddbd7150506f7fe9e.md>)

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

### HRVTransformer

Accuracy: 79.08. Result ID: 6a169610fbc373592c0f3225.

[Reporting paper](<https://www.sota2.com/research/paper/6a167a6ddbd7150506f7fe9e.md>)

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

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