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