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SegLossOdyssey. A collection of loss functions for medical image segmentation
4kSOTA-MedSeg. SOTA medical image segmentation methods based on various challenges
1.7kMICCAI-OpenSourcePapers. MICCAI 2019-2023 Open Source Papers
1.3kSegWithDistMap. How Distance Transform Maps Boost Segmentation CNNs: An Empirical Study
403MedUncertainty. Uncertainty in Medical Image Analysis
318AbdomenCT-1K. The official repository of "AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem?"
267COVID-19-CT-Seg-Benchmark. A Benchmark for Lung and Infection Segmentation in COVID-19 CT scans
148Diffusion-Models-in-MedIA. A curated list of diffusion models in medical image analysis.
92FLARE. Official Repository of MICCAI FLARE Challenges
69TNSCUI2020. 3 Steps achieve SOTA in MICCAI 2020 Thyroid Nodule Segmentation Challenge
65NeurIPS-CellSeg. Naive baseline for microscopy image segmentation challenge in NeurIPS 2022
61GeneralizedMedSeg. Recent progress on domain adaption/generalization for medical image segmentation
54ADAM2020. Solution to MICCAI 2020 ADAM
38HM_DataAug. A solution to MICCAI 2020 M&Ms
27SOTA-MedReg. State-of-the-art medical image registration methods
21myvi. Show 3D segmentation results with the lightweight myvi.
19CVPR-MedSegFMCompetition. Foundation Models for Biomedical Image Segmentation
19PrePost. Pre-processing and post-processing for biomedical image analysis
18PETCTSeg. Automatic segmentation models for PET and CT scans
17MICCAI-Reproducibility-Checklist. Submission for MICCAI HACKATHON: https://miccai-hackathon.com/#participate
15iseg2019. Solution to MICCAI iSeg-2019
11ML-SRT. Machine learning methods for spatially resolved transcriptomics with histology images: a collection of related resources.
10CADA2020. Solution to CADA 2020 challenge.
9MICCAI-Challenge-Models. Trained models of MICCAI 2020 challenges.
8ModernSurfer. Fast segmentation pipeline for brain MRI
7MedDoraemon. Commonly used scripts for biomedical image analysis
6tutorials. 机器学习相关教程
4MICCAI2020-Refuge2. Python
3improved-diffusion. Release for Improved Denoising Diffusion Probabilistic Models
2COVID-19-SemiSeg. Trained models for COVID-19 Segmentation
2SimpleCRF. matlab and python wrap of crf and dense crf, both 2d and 3d are supported
1AbdomenSegUnc. Abdomen organ segmentation and uncertainty estimation: a large-scale study
1miccai_weakly_supervised_tutorial. Code for tutorial at MICCAI 2019
1nnUNet. Python
1imagepy. Image process framework based on plugin like imagej, it is esay to glue with scipy.ndimage, scikit-image, opencv, simpleitk, mayavi...and any libraries based on numpy
1MyoPS2020. Code of the solution to MyoPS 2020
1Python. All Algorithms implemented in Python
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