ai-med / nn-common-modules
Pytorch Implementations of Common modules, blocks and losses for CNNs specifically for segmentation models
☆33Updated 4 years ago
Alternatives and similar repositories for nn-common-modules:
Users that are interested in nn-common-modules are comparing it to the libraries listed below
- [NeurIPS 2020] Disentangling Human Error from the Ground Truth in Segmentation of Medical Images☆71Updated last year
- COVID-19 Pneumonia Lesion segmentation network☆88Updated 3 years ago
- Tensorflow Code for "PHiSeg: Capturing Uncertainty in Medical Image Segmentation", Proc. MICCAI 2019☆125Updated 2 years ago
- A PyTorch implementation of the Probabilistic U-Net, applied to probabilistic glioma growth☆43Updated 5 years ago
- Repository for the Medical Out-of-Distribution Analysis Challenge.☆61Updated 7 months ago
- Repository for the article "Unsupervised domain adaptation for medical imaging segmentation with self-ensembling".☆43Updated 6 years ago
- Material of the MICCAI 2020 tutorial on weakly supervised learning for semantic segmentation. The updated tutorial (2021 and onwards) is …☆17Updated 4 years ago
- ☆22Updated 2 years ago
- Code for tutorial at MICCAI 2022☆93Updated last year
- Uncertainty-Guided Interactive Refinement for Segmentation☆58Updated 3 years ago
- [TMI'20] Unpaired Multi-modal Segmentation via Knowledge Distillation☆110Updated last year
- ☆36Updated 2 years ago
- Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation☆53Updated last year
- semi-supervised and task driven data augmentation code to improve segmentation performance☆57Updated last year
- PyTorch Implementation of QuickNAT and Bayesian QuickNAT, a fast brain MRI segmentation framework with segmentation Quality control using…☆103Updated 4 years ago
- This repository holds the code framework used in the paper Reg R-CNN: Lesion Detection and Grading under Noisy Labels. It is a fork of MI…☆51Updated 2 years ago
- ☆39Updated 7 years ago
- Semi-supervised few-shot learning for medical image segmentation☆26Updated 4 years ago
- PyTorch implementation of HighRes3DNet☆49Updated last year
- PyTorch implementation of 'Squeeze and Excite' Guided Few Shot Segmentation of Volumetric Scans☆110Updated 5 years ago
- SDNet Keras implementation☆44Updated 4 years ago
- [TMI'20] Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data☆64Updated 4 years ago
- ☆76Updated last year
- A grid sampler for larger-than-memory N-dimensional images☆23Updated 8 months ago
- A tool to do quick and dirty inspection of multichannel 3D data. I use it mainly to visualize batches for deep learning.☆51Updated last month
- VNet for 3d volume segmentation☆44Updated 3 years ago
- Multi-task Attention-based Semi-supervised Learning framework for image segmentation☆42Updated 4 years ago
- ☆32Updated 5 years ago
- Code for Focusnet (ISBI2019) and FocusnetAlpha☆12Updated 4 years ago
- Code release for the paper I. Zakazov, B. Shirokikh et al. "Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation" (MICCAI 2…☆13Updated 3 years ago