# Time Series Anomaly Detection on Heart

Source: [Time Series Anomaly Detection on Heart](<https://www.sota2.com/research/sota/time-series-anomaly-detection-on-heart>)

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

Data updated: 2026-03-17T09:10:30.913Z

Evaluation of Time Series Anomaly Detection performance on the Heart dataset, reporting F1-score.

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 | Time Series Anomaly Detection |
| Dataset (including any stated split) | Heart |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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/time-series-anomaly-detection-on-heart.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| PLDA | 85.4 | Not recorded | 68fa756b1e209131cea67c39 |
| PI | 84.5 | Not recorded | 68fa756b1e209131cea67c39 |
| ORIG | 84.4 | Not recorded | 68fa756b1e209131cea67c39 |
| LOSS | 84.3 | Not recorded | 68fa756b1e209131cea67c39 |
| PLDA | 80.2 | Not recorded | 68fa756b1e209131cea67c39 |
| PLDA | 79 | Not recorded | 68fa756b1e209131cea67c39 |
| LOSS | 78.3 | Not recorded | 68fa756b1e209131cea67c39 |
| ORIG | 77.5 | Not recorded | 68fa756b1e209131cea67c39 |
| PI | 76.2 | Not recorded | 68fa756b1e209131cea67c39 |
| PI | 76.1 | Not recorded | 68fa756b1e209131cea67c39 |
| LOSS | 75.7 | Not recorded | 68fa756b1e209131cea67c39 |
| ORIG | 75.6 | Not recorded | 68fa756b1e209131cea67c39 |
| PLDA | 75.5 | Not recorded | 68fa756b1e209131cea67c39 |
| PI | 74 | Not recorded | 68fa756b1e209131cea67c39 |
| ORIG | 73.8 | Not recorded | 68fa756b1e209131cea67c39 |
| LOSS | 72 | Not recorded | 68fa756b1e209131cea67c39 |

### PLDA

F1 Score: 85.4. Result ID: 69b91a6147f34ce924a1e7ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction.

### PI

F1 Score: 84.5. Result ID: 69b91a6147f34ce924a1e7b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction.

### ORIG

F1 Score: 84.4. Result ID: 69b91a6147f34ce924a1e7b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction.

### LOSS

F1 Score: 84.3. Result ID: 69b91a6147f34ce924a1e7b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea384a8.md>)

Recorded evaluation configuration: {"TSAD Model":"NeuTral"}. This record does not assert independent reproduction.

### PLDA

F1 Score: 80.2. Result ID: 69b91a6147f34ce924a1e7b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction.

### PLDA

F1 Score: 79. Result ID: 69b91a6147f34ce924a1e7b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction.

### LOSS

F1 Score: 78.3. Result ID: 69b91a6147f34ce924a1e7b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea384a8.md>)

Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction.

### ORIG

F1 Score: 77.5. Result ID: 69b91a6147f34ce924a1e7af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction.

### PI

F1 Score: 76.2. Result ID: 69b91a6147f34ce924a1e7b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction.

### PI

F1 Score: 76.1. Result ID: 69b91a6147f34ce924a1e7b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TcnED"}. This record does not assert independent reproduction.

### LOSS

F1 Score: 75.7. Result ID: 69b91a6147f34ce924a1e7b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea384a8.md>)

Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction.

### ORIG

F1 Score: 75.6. Result ID: 69b91a6147f34ce924a1e7b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"TranAD"}. This record does not assert independent reproduction.

### PLDA

F1 Score: 75.5. Result ID: 69b91a6147f34ce924a1e7be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction.

### PI

F1 Score: 74. Result ID: 69b91a6147f34ce924a1e7bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction.

### ORIG

F1 Score: 73.8. Result ID: 69b91a6147f34ce924a1e7bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction.

### LOSS

F1 Score: 72. Result ID: 69b91a6147f34ce924a1e7bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756b1e209131cea67c39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d321e209131cea384a8.md>)

Recorded evaluation configuration: {"TSAD Model":"NCAD"}. This record does not assert independent reproduction.

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