The dockerized FastSurfer package (deep-learning based neuroimaging pipeline)
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FastSurfer is a fast and accurate deep-learning pipeline for the analysis of human brain MRI. It is a fully compatible FreeSurfer alternative for volumetric and surface-based thickness analysis, supports sub-millimeter resolutions down to 0.7 mm, and sub-segments neuroanatomical structures such as the corpus callosum, cerebellum and hypothalamus. The whole brain segmentation takes a few minutes on a GPU, the surface reconstruction 20 to 40 minutes.
š Documentation: https://deep-mi.org/FastSurfer/stable/ā
The documentation has commands for the current release, ready to copy:
| Tag | Contents |
|---|---|
cu132-v#.#.# | NVIDIA GPUs with CUDA 13.2, the default: Turing (RTX 20, T4) and newer, including Blackwell. |
cu126-v#.#.# | NVIDIA GPUs with CUDA 12.6: Maxwell to Hopper, for older GPUs (such as GTX 10, P100, V100) or older drivers. |
rocm7.2-v#.#.# | AMD GPUs with ROCm 7.2 (experimental). |
cpu-v#.#.# | CPU only, a smaller image without GPU support. |
latest | The newest release, default CUDA image. |
cpu-latest | The newest release, CPU-only image. |
Which image fits your GPUā lists the
supported GPUs and the minimum NVIDIA driver of each CUDA image. If FastSurfer cannot use your GPU, it tells you which
image to use instead. For reproducible results, use a versioned tag rather than latest.
The surface reconstruction uses FreeSurfer tools, which the images include (stripped down to what FastSurfer needs).
FreeSurfer's license file is free but not included: register hereā
and pass it to FastSurfer with --fs_license. The segmentation alone (--seg_only) does not need a license.
FastSurfer is released under the Apache License 2.0ā ; the included FreeSurfer tools are subject to the FreeSurfer licenseā . If you use FastSurfer in research publications, please cite the papers listed in the documentationā .
Source code: https://github.com/Deep-MI/FastSurferā
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Image
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4.4 GB
Last updated
1 day ago
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