# Mitral Regurgitation Detection on 4CH CMR images (test)

Source: [Mitral Regurgitation Detection on 4CH CMR images (test)](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test>)

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

Data updated: 2026-02-26T05:58:08.145Z

Evaluation of model performance for Mitral Regurgitation Detection using the 4CH CMR images (test) dataset, typically measured using classification metrics like Pos. Acc, Neg. Acc, Precision, Recall, F1, 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 | Mitral Regurgitation Detection |
| Dataset (including any stated split) | 4CH CMR images (test) |
| Metric | Pos. Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Pos. Acc](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=Pos.%20Acc>): Higher is better; unit: PERCENT.

- [Neg. Acc](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=Neg.%20Acc>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=F1>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/mitral-regurgitation-detection-on-4ch-cmr-images-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pos. Acc | Result date | Report paper |
| --- | --- | --- | --- |
| CUSSP-SIAM-25 | 62 | Not recorded | 68fa70ca1e209131cea4d254 |
| CUSSP-SIAM | 55 | Not recorded | 68fa70ca1e209131cea4d254 |
| CNN-LSTM | 53 | Not recorded | 68fa70ca1e209131cea4d254 |
| CUSSP-1 | 38 | Not recorded | 68fa70ca1e209131cea4d254 |
| CUSSP-3 | 38 | Not recorded | 68fa70ca1e209131cea4d254 |
| CUSSP-2 | 29 | Not recorded | 68fa70ca1e209131cea4d254 |
| RF | 9 | Not recorded | 68fa70ca1e209131cea4d254 |

### CUSSP-SIAM-25

Pos. Acc: 62. Result ID: 699141bc3a6c31484906d604.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Model":"BarlowTwins-Siamese-MLP","Fine-tuning":"With Siamese network","Window Size":"25 frames"}. This record does not assert independent reproduction.

### CUSSP-SIAM

Pos. Acc: 55. Result ID: 699141bc3a6c31484906d603.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Model":"BarlowTwins-Siamese-MLP","Fine-tuning":"With Siamese network"}. This record does not assert independent reproduction.

### CNN-LSTM

Pos. Acc: 53. Result ID: 699141bc3a6c31484906d5ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

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

### CUSSP-1

Pos. Acc: 38. Result ID: 699141bc3a6c31484906d600.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Model":"BarlowTwins-MLP","Fine-tuning":"Without fine-tuning"}. This record does not assert independent reproduction.

### CUSSP-3

Pos. Acc: 38. Result ID: 699141bc3a6c31484906d602.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Model":"BarlowTwins-MLP","Fine-tuning":"Without fine-tuning"}. This record does not assert independent reproduction.

### CUSSP-2

Pos. Acc: 29. Result ID: 699141bc3a6c31484906d601.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Model":"BarlowTwins-MLP","Fine-tuning":"Without fine-tuning"}. This record does not assert independent reproduction.

### RF

Pos. Acc: 9. Result ID: 699141bc3a6c31484906d5fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ca1e209131cea4d254.md>)

Recorded evaluation configuration: {"Description":"Random Forest baseline with 10-fold cross validation"}. This record does not assert independent reproduction.

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