Automatic post-stroke lesion segmentation on MR images using 3D residual convolutional neural network

•We developed a deep learning model for MRI 3D lesion segmentation of chronic stroke.•Our novel zoom-in&out strategy increases performance and accelerates optimization.•High performance was achieved in both volumetric and surface-based metrics.