python医学图像分割_基于各种挑战的SOTA医学图像分割方法
State-of-the-art medical image segmentation methods based on various challenges! (Updated 202003)
Contents
Head
2020 ICIAR: Automatic Lung Cancer Patient Management (LNDb) (LNDb)
2019 MICCAI: Multimodal Brain Tumor Segmentation Challenge (BraTS2019) (Results)
2019 MICCAI: 6-month Infant Brain MRI Segmentation from Multiple Sites (iSeg2019) (Results)
2019 MICCAI: Automatic Structure Segmentation for Radiotherapy Planning Challenge (Results)
2018 MICCAI: Multimodal Brain Tumor Segmentation Challenge
2018 MICCAI: Ischemic stroke lesion segmentation
2018 MICCAI Grand Challenge on MR Brain Image Segmentation
Chest & Abdomen
2020 MICCAI: MyoPS 2020: Myocardial pathology segmentation combining multi-sequence CMR (Homepage)
2019 MICCAI: VerSe2019: Large Scale Vertebrae Segmentation Challenge (Results)
2019 MICCAI: Multi-sequence Cardiac MR Segmentation Challenge
2018 MICCAI: Left Ventricle Full Quantification Challenge
2018 MICCAI: Atrial Segmentation Challenge
2019 MICCAI: Kidney Tumor Segmentation Challenge
2019 ISBI: Segmentation of THoracic Organs at Risk in CT images
2017 ISBI & MICCAI: Liver tumor segmentation challenge
2012 MICCAI: Prostate MR Image Segmentation
Others
2018 MICCAI Medical Segmentation Decathlon
Awesome Open Source Tools
Loss functions for class imbalanced Problems
Ongoing Challenges
2020 MICCAI-MyoPS: Myocardial pathology segmentation combining multi-sequence CMR (MyoPS 2020)
Data release: 2020-April-01st Submission: 2020-July-15th Notification: 2020-July-23rd
2020 ICIAR: Automatic Lung Cancer Patient Management (LNDb) (LNDb)
Challenges on Open Leaderboard Phase
2019 MICCAI: Structure Segmentation for Radiotherapy Planning (StructSeg)
Date
First Author
Title
Head & Neck OAR
Head & Neck GTV
Chest OAR
Chest GTV
20191001
Huai Chen
TBD
0.8109
0.6666
0.9011
0.5406
20191001
nnU-Net
0.7988
0.6398
0.9083
0.5343
20191001
Yujin Hu
TBD
0.7956
0.6245
0.9024
0.5447
20191001
Xuechen Liu
TBD
-
-
0.9066
-
2019 MICCAI: Kidney Tumor Segmentat