# ECG Classification on Telehealth 12-lead ECG (test)

Source: [ECG Classification on Telehealth 12-lead ECG (test)](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test>)

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

Data updated: 2026-02-26T05:58:15.781Z

Evaluation of ECG Classification performance on the test split of the Telehealth 12-lead ECG dataset, reporting standard classification metrics.

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 | ECG Classification |
| Dataset (including any stated split) | Telehealth 12-lead ECG (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Precision](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [PPV](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=PPV>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/ecg-classification-on-telehealth-12-lead-ecg-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DNN | 100 | Not recorded | 68fa675c1e209131cea15dd8 |
| DNN | 100 | Not recorded | 68fa675c1e209131cea15dd8 |
| DNN | 94.7 | Not recorded | 68fa675c1e209131cea15dd8 |
| Cardiology Resident | 90.5 | Not recorded | 68fa675c1e209131cea15dd8 |
| DNN | 89.5 | Not recorded | 68fa675c1e209131cea15dd8 |
| Cardiology Resident | 86.8 | Not recorded | 68fa675c1e209131cea15dd8 |
| DNN | 86.7 | Not recorded | 68fa675c1e209131cea15dd8 |
| DNN | 83.3 | Not recorded | 68fa675c1e209131cea15dd8 |
| Medical Students | 75 | Not recorded | 68fa675c1e209131cea15dd8 |
| Emergency Resident | 60.5 | Not recorded | 68fa675c1e209131cea15dd8 |

### DNN

Precision: 100. Result ID: 698d31098b517eb4331fb342.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"Left bundle branch block (LBBB)"}. This record does not assert independent reproduction.

### DNN

Precision: 100. Result ID: 698d31098b517eb4331fb344.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"Atrial fibrillation (AF)"}. This record does not assert independent reproduction.

### DNN

Precision: 94.7. Result ID: 698d31098b517eb4331fb345.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"Sinus tachycardia (ST)"}. This record does not assert independent reproduction.

### Cardiology Resident

Precision: 90.5. Result ID: 698d31098b517eb4331fb346.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

Recorded evaluation configuration: {"Abnormality":"1dAVb","Expertise":"4th year cardiology resident"}. This record does not assert independent reproduction.

### DNN

Precision: 89.5. Result ID: 698d31098b517eb4331fb341.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"Right bundle branch block (RBBB)"}. This record does not assert independent reproduction.

### Cardiology Resident

Precision: 86.8. Result ID: 698d31098b517eb4331fb347.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

Recorded evaluation configuration: {"Abnormality":"RBBB","Expertise":"4th year cardiology resident"}. This record does not assert independent reproduction.

### DNN

Precision: 86.7. Result ID: 698d31098b517eb4331fb340.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"1st degree AV block (1dAVb)"}. This record does not assert independent reproduction.

### DNN

Precision: 83.3. Result ID: 698d31098b517eb4331fb343.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

[Implementation](<https://github.com/antonior92/automatic-ecg-diagnosis>)

Recorded evaluation configuration: {"Abnormality":"Sinus bradycardia (SB)"}. This record does not assert independent reproduction.

### Medical Students

Precision: 75. Result ID: 698d31098b517eb4331fb349.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

Recorded evaluation configuration: {"Abnormality":"AF","Expertise":"5th year medical students"}. This record does not assert independent reproduction.

### Emergency Resident

Precision: 60.5. Result ID: 698d31098b517eb4331fb348.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15dd8.md>)

Recorded evaluation configuration: {"Abnormality":"LBBB","Expertise":"3rd year emergency resident"}. This record does not assert independent reproduction.

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