# Quality Control on Fetal brain MRI SRR (Leave-one-SRR-out, out-of-domain)

Source: [Quality Control on Fetal brain MRI SRR (Leave-one-SRR-out, out-of-domain)](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain>)

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

Data updated: 2026-02-26T05:25:09.594Z

Evaluation of Quality Control performance on Fetal brain MRI data using a leave-one-SRR-out cross-validation scheme, reporting classification metrics like AUC, Balanced Accuracy, Sensitivity, and Specificity.

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 | Quality Control |
| Dataset (including any stated split) | Fetal brain MRI SRR Leave-one-SRR-out (out-of-domain) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [AUC](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/quality-control-on-fetal-brain-mri-srr-leave-one-srr-out-out-of-domain.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Oracle | 97 | Not recorded | 68fa7b451e209131cea876fd |
| FetMRQCSR (t=0.7) | 91 | Not recorded | 68fa7b451e209131cea876fd |
| FetMRQCSR (t=0.7) | 90 | Not recorded | 68fa7b451e209131cea876fd |
| rew. (t=0.7) | 90 | Not recorded | 68fa7b451e209131cea876fd |
| MLP (0.7) | 86 | Not recorded | 68fa7b451e209131cea876fd |
| FetMRQCSR (t=0.7) | 86 | Not recorded | 68fa7b451e209131cea876fd |
| FetMRQCSR (t=0.7) | 85 | Not recorded | 68fa7b451e209131cea876fd |
| Stats | 50 | Not recorded | 68fa7b451e209131cea876fd |

### Oracle

AUC: 97. Result ID: 699a3d045698665ec4c39480.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

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

### FetMRQCSR (t=0.7)

AUC: 91. Result ID: 699a3d045698665ec4c3947e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":true,"IQMs":true}. This record does not assert independent reproduction.

### FetMRQCSR (t=0.7)

AUC: 90. Result ID: 699a3d045698665ec4c3947d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":true,"IQMs":false}. This record does not assert independent reproduction.

### rew. (t=0.7)

AUC: 90. Result ID: 699a3d045698665ec4c3947f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":true,"IQMs":true}. This record does not assert independent reproduction.

### MLP (0.7)

AUC: 86. Result ID: 699a3d045698665ec4c3947a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":true,"IQMs":true}. This record does not assert independent reproduction.

### FetMRQCSR (t=0.7)

AUC: 86. Result ID: 699a3d045698665ec4c3947b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":false,"IQMs":false}. This record does not assert independent reproduction.

### FetMRQCSR (t=0.7)

AUC: 85. Result ID: 699a3d045698665ec4c3947c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

Recorded evaluation configuration: {"Seg.":false,"IQMs":true}. This record does not assert independent reproduction.

### Stats

AUC: 50. Result ID: 699a3d045698665ec4c39479.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b451e209131cea876fd.md>)

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

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