Laboratory for Imagery, Vision and Artificial Intelligence

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11 repositories

boundary-loss
Public
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.
Python
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MIT License
•97•665•6•0•Updated Mar 19, 2024Mar 19, 2024
miccai_weakly_supervised_tutorial
Public
Code for tutorial at MICCAI 2022
Python
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MIT License
•15•92•2•0•Updated Nov 10, 2023Nov 10, 2023
boxes_tightness_prior
Public
Oral presentation at MIDL 2020 - Bounding boxes for weakly supervised segmentation: Global constraints get close to full supervision
Python
•6•45•3•0•Updated Feb 22, 2021Feb 22, 2021
TransUNet
Public
This repository includes the official project of TransUNet, presented in our paper: TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.
Python
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Apache License 2.0
•512•0•0•0•Updated Feb 13, 2021Feb 13, 2021
MT-MTDA
Public
Python
•1•17•1•0•Updated Dec 22, 2020Dec 22, 2020
miccai_2020-weakly_supervised_tutorial
Public archive
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_supervised_tutorial
Python
•3•17•0•0•Updated Oct 22, 2020Oct 22, 2020
KD_UDA
Public
Python
•3•11•1•0•Updated May 15, 2020May 15, 2020
semi_curriculum
Public
Code for our arxiv preprint: https://arxiv.org/abs/1904.05236
Python
•2•34•0•0•Updated Apr 9, 2019Apr 9, 2019
extended_logbarrier
Public
Code for our arxiv preprint: https://arxiv.org/abs/1904.04205
Python
•2•13•0•0•Updated Apr 9, 2019Apr 9, 2019
SizeLoss_WSS
Public
Code of our MIDL 2018 paper and MedIA extension: https://arxiv.org/abs/1805.04628
Python
•19•68•2•0•Updated Mar 7, 2019Mar 7, 2019
MedicalImageSegmentation
Public
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 medical image analysis domain.
python deep-neural-networks deep-learning image-processing convolutional-networks convolutional-neural-networks image-segmentation medical-image-processing semidensenet livianet
Python
•19•56•1•0•Updated Dec 17, 2017Dec 17, 2017