A collection of deployment ready machine learning tools developed by CAAI. Each model is packaged in rh-node to enable easy deployment with docker.
Tools developed by members of CAAI, packaged in rh-node.
node | dicom | description | dependencies | project |
---|---|---|---|---|
zerodose | link | FDG anomaly detection | hdbet | https://github.com/CAAI/zerodose |
hdctbet | CT brain extraction | https://github.com/CAAI/HD-CTBET | ||
amyloidai | Amyloid status estimation | hdbet, hdctbet | https://github.com/CAAI/amyloidAI | |
aims | MS lesions segmentation | hdbet, flirt, reorient2std | https://github.com/CAAI/AIMS | |
brainpetnr | PET denoising for PE2I and PiB | hdctbet, flirt, fslmaths, convertXFM | https://github.com/CAAI/brainPETNR | |
pe2idenoiser | PET denoising for Vision and Quadra PE2I | hdctbet, flirt, fslmaths, convertXFM | https://github.com/CAAI/PE2I_denoiser | |
public_glio | Glioma segmentation from MRI | hdbet, flirt, reorient2std, convertXFM | https://github.com/DEPICT-RH/public_glio |
Other tools, packaged in rh-node.
node | description | dependencies | project |
---|---|---|---|
hdbet | MRI brain extraction | https://github.com/MIC-DKFZ/HD-BET | |
reorient2std | (FSL) Reorient to standard orientation | https://fsl.fmrib.ox.ac.uk/fsl | |
flirt | (FSL) Registration and resampling | https://fsl.fmrib.ox.ac.uk/fsl | |
convertxfm | (FSL) Modify XFM files | https://fsl.fmrib.ox.ac.uk/fsl | |
fslmaths | (FSL) Simple maths operations on nii files | https://fsl.fmrib.ox.ac.uk/fsl |
Node name | Status |
---|---|
titan5 | Up |
titan6 | Up |
aims | Up |
Node name | Status |
---|---|
caai1 | Up |
titan7 | Up |