# Skull-stripping on Brain MRI 256x256x256

Source: [Skull-stripping on Brain MRI 256x256x256](<https://www.sota2.com/research/sota/skull-stripping-on-brain-mri-256x256x256>)

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

Data updated: 2026-02-26T05:35:46.492Z

Evaluation of model runtime performance for skull-stripping tasks using the Brain MRI 256x256x256 dataset, reporting average execution time.

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 | Skull-stripping |
| Dataset (including any stated split) | Brain MRI 256x256x256 |
| Metric | Average Runtime (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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 Runtime (s)](<https://www.sota2.com/research/sota/skull-stripping-on-brain-mri-256x256x256.md?metric=Average%20Runtime%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Average Runtime (s) | Result date | Report paper |
| --- | --- | --- | --- |
| NPP | 2.94 | Not recorded | 68fa6ecd1e209131cea4239e |
| BET | 9.1 | Not recorded | 68fa6ecd1e209131cea4239e |
| SynthStrip | 16.5 | Not recorded | 68fa6ecd1e209131cea4239e |
| FreeSurfer | 747.2 | Not recorded | 68fa6ecd1e209131cea4239e |

### NPP

Average Runtime (s): 2.94. Result ID: 69905cee3a6c314849000268.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea4239e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea4239e.md>)

[Implementation](<https://github.com/Novestars/Neural-Pre-processing>)

Recorded evaluation configuration: {"Hardware":"GPU"}. This record does not assert independent reproduction.

### BET

Average Runtime (s): 9.1. Result ID: 69905cee3a6c314849000266.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea4239e.md>)

Recorded evaluation configuration: {"Hardware":"CPU"}. This record does not assert independent reproduction.

### SynthStrip

Average Runtime (s): 16.5. Result ID: 69905cee3a6c314849000265.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea4239e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa42381e209131ce9009fa.md>)

Recorded evaluation configuration: {"Hardware":"GPU"}. This record does not assert independent reproduction.

### FreeSurfer

Average Runtime (s): 747.2. Result ID: 69905cee3a6c314849000267.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecd1e209131cea4239e.md>)

Recorded evaluation configuration: {"Hardware":"CPU"}. This record does not assert independent reproduction.

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