# Brain MRI Quality Classification on MR-ART

Source: [Brain MRI Quality Classification on MR-ART](<https://www.sota2.com/research/sota/brain-mri-quality-classification-on-mr-art>)

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

Data updated: 2026-03-09T07:29:29.458Z

Evaluation of model performance on classifying the quality of Brain MRI scans using the MR-ART dataset, reporting standard classification metrics like Accuracy and Recall.

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 | Brain MRI Quality Classification |
| Dataset (including any stated split) | MR-ART |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/brain-mri-quality-classification-on-mr-art.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/brain-mri-quality-classification-on-mr-art.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/brain-mri-quality-classification-on-mr-art.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/brain-mri-quality-classification-on-mr-art.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DHoGM | 94.34 | Not recorded | 69ae53fa2d603e6de3e42aa5 |
| MIA | 84.17 | Not recorded | 69ae53fa2d603e6de3e42aa5 |

### DHoGM

Accuracy: 94.34. Result ID: 69ae76056dbb7075b9562e27.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53fa2d603e6de3e42aa5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53fa2d603e6de3e42aa5.md>)

Recorded evaluation configuration: {"Architecture":"DHoGM","# Parameters":"209"}. This record does not assert independent reproduction.

### MIA

Accuracy: 84.17. Result ID: 69ae76056dbb7075b9562e28.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53fa2d603e6de3e42aa5.md>)

Recorded evaluation configuration: {"Architecture":"3D-CNN","# Parameters":"220K"}. This record does not assert independent reproduction.

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