# Neuro-trauma detection on Neuro-Trauma Dataset all 16 findings

Source: [Neuro-trauma detection on Neuro-Trauma Dataset all 16 findings](<https://www.sota2.com/research/sota/neuro-trauma-detection-on-neuro-trauma-dataset-all-16-findings>)

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

Data updated: 2026-02-26T05:35:10.810Z

Evaluation of models for neuro-trauma detection using the 'Neuro-Trauma Dataset all 16 findings', typically measured using Average 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 | Neuro-trauma detection |
| Dataset (including any stated split) | Neuro-Trauma Dataset all 16 findings |
| Metric | Average AUC |
| Unit | SCALAR |
| 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

- [Average AUC](<https://www.sota2.com/research/sota/neuro-trauma-detection-on-neuro-trauma-dataset-all-16-findings.md?metric=Average%20AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DeepCNTD-Net | 0.861 | Not recorded | 68fa77291e209131cea717a1 |
| CT-CLIP | 0.835 | Not recorded | 68fa77291e209131cea717a1 |

### DeepCNTD-Net

Average AUC: 0.861. Result ID: 69946bd23a6c3148491d212c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77291e209131cea717a1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77291e209131cea717a1.md>)

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

### CT-CLIP

Average AUC: 0.835. Result ID: 69946bd23a6c3148491d212b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77291e209131cea717a1.md>)

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

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