Laboratory for Imagery, Vision and Artificial Intelligence
Laboratory for Imagery, Vision and Artificial Intelligence
MedicalImageSegmentation
This repository aims at containing all the code employed at LIVIA to segment medical images. Mainly, our research focuses on bringind the expertise in deep learning and optimization techniques to the...
boundary-loss
Official code for "Boundary loss for highly unbalanced segmentation", runner-up for best paper award at MIDL 2019. Extended version in MedIA, volume 67, January 2021.
boxes_tightness_prior
Oral presentation at MIDL 2020 - Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision
miccai_2020-weakly_supervised_tutorial
Material of the MICCAI 2020 tutorial on weakly supervised learning for semantic segmentation. The updated tutorial (2021 and onwards) is available there: https://github.com/LIVIAETS/miccai_weakly_supe...
semi_curriculum
Code for our arxiv preprint: https://arxiv.org/abs/1904.05236
SizeLoss_WSS
Code of our MIDL 2018 paper and MedIA extension: https://arxiv.org/abs/1805.04628