# Multiclass Artifact Classification on Breast DWI Hypointense Artifacts holdout n=1822 slices (test)

Source: [Multiclass Artifact Classification on Breast DWI Hypointense Artifacts holdout n=1822 slices (test)](<https://www.sota2.com/research/sota/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test>)

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

Data updated: 2026-03-05T06:37:14.281Z

Evaluation of multiclass classification performance for identifying hypointense artifacts on the specific test split (n=1822 slices) of the Breast DWI dataset. Metrics include Accuracy, Precision, Recall, AUROC, and AUPRC.

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 | Multiclass Artifact Classification |
| Dataset (including any stated split) | Breast DWI Hypointense Artifacts holdout n=1822 slices (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [AUROC](<https://www.sota2.com/research/sota/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPRC](<https://www.sota2.com/research/sota/multiclass-artifact-classification-on-breast-dwi-hypointense-artifacts-holdout-n-1822-slices-test.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DenseNet121 | 61 | Not recorded | 69a90e152d603e6de3e408c4 |

### DenseNet121

Accuracy: 61. Result ID: 69a923836dbb7075b951defa.

[Reporting paper](<https://www.sota2.com/research/paper/69a90e152d603e6de3e408c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e152d603e6de3e408c4.md>)

Recorded evaluation configuration: {"Model":"DenseNet121"}. This record does not assert independent reproduction.

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