Automatic Rodent Segmentation Tools and Papers

Lesions

Year1st AuthorTitleDataMethod
2020 J.M. Valverde RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation (paper) (tool) 916 T2 Rats Deep Learning
2019 J.M. Valverde Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks (paper) 131 T2 Rats Deep Learning
2018 A. Arnaud Fully automatic lesion localization and characterization: Application to brain tumors using multiparametric quantitative MRI data (paper) 53 ADC, T1, T2, CBV, AUC Rats Mixture Models
2018 C.H. Choi A novel voxel-wise lesion segmentation technique on 3.0-T diffusion MRI of hyperacute focal cerebral ischemia at 1 h after permanent MCAO in rats (paper) 31 DWI Rats Thresholding
2017 I.A. Mulder Automated ischemic lesion segmentation in MRI mouse brain data after transient middle cerebral artery occlusion (paper) (tool) 121 T2 Mice Level-sets

Neuroanatomical Regions

Year1st AuthorTitleDataMethod
2021 R. De Feo Automated joint skull-stripping and segmentation with Multi-Task U-Net in large mouse brain MRI databases (paper) (tool) 1782 T2 Mice Deep Learning
2016 M. Pagani Semi-automated registration-based anatomical labelling, voxel based morphometry and cortical thickness mapping of the mouse brain (paper) 18 T2 Mice Atlas
2014 D. Ma Automatic structural parcellation of mouse brain MRI using multi-atlas label fusion (paper) 12+5 T2 Mice Atlas

Brain Mask

Year1st AuthorTitleDataMethod
2021 R. De Feo Automated joint skull-stripping and segmentation with Multi-Task U-Net in large mouse brain MRI databases (paper) (tool) 1782 T2 Mice Deep Learning
2020 Y. Liu Automatic Brain Extraction for Rodent MRI Images (paper) (tool) 10 T1 Rats, 7 T2 Rats, 12 T1 Mice, 9 T2 Mice Regional Blobs Combination
2018 S. Roy A deep learning framework for brain extraction in humans and animals with traumatic brain injury (paper)(tool) 26 T1/T2 Mice Deep Learning
2014 I. Oguz RATS: Rapid Automatic Tissue Segmentation in Rodent Brain MRI (paper) (tool) 22 T1 Rats, 12 T2 Mice Graph
2013 J. Li An automatic rat brain extraction method based on a deformable surface model (paper) 64 T2 Rats Deformable Surface
2013 T.C. Wood rBET: making BET work for rodent brains (paper)(tool) ?? T1 Rats, T2 Mice Deformable Surface
2011 N. Chou Robust automatic rodent brain extraction using 3-D pulse-coupled neural networks (PCNN) (paper) 10 T2 Mice PCNN
2008 M. Murugavel Automatic Cropping of MRI Rat Brain Volumes using Pulse Coupled Neural Networks (paper) 42 T2 Rats PCNN