MedImageSegmentation

Medical Image Segmentation papers.
Last update: 07/05/2022 num=8

Supervised Medical Image Segmentation

Date	stars	tags	Title	Modality	ND	Code	Paper
04/25/2022	⭐⭐⭐	hybrid CNN-Transformer/deformable-bottleneck module	TransBTSV2: Towards Better and More Eﬃcient Volumetric Segmentation of Medical Images	MRI	3D	()	MICCAI2021
03/13/2022	⭐⭐⭐	transformer/cnn/hybrid architecture	PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation	CT	3D	Pytorch	Arxiv
02/04/2022	⭐⭐⭐	interleaved CNN self-attention	nnFormer: Volumetric Medical Image Segmentation via a 3D Transformer	CT	3D	(https://github.com/282857341/nnFormer)	Paper
11/29/2021	⭐⭐⭐⭐	3D Swin Transformer/self-supervised learning	Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis	CT	3D	Pytorch	Arxiv
05/12/2021	⭐⭐	Pure Swin-Transformer/Swin-Transformer decoder	Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation	CT	3D	(https://github.com/HuCaoFighting/Swin-Unet)	Paper
03/04/2021	⭐⭐	CNN/Transformer	CoTr: Efficient 3D Medical Image Segmentation by bridging CNN and Transformer	CT	3D	(https://github.com/YtongXie/CoTr)	[MICCAI2021]
04/11/2020	⭐⭐⭐	CNN/Loss/Auxiliary Task	How Distance Transform Maps Boost Segmentation CNNs	MRI/CT	3D	Pytorch	MIDL2020

Date	stars	tags	Title	Modality	ND	Code	Paper
08/17/2021	⭐⭐⭐⭐⭐	hierarchical Transformer/shifted window	Swin Transformer: Hierarchical Vision Transformer using Shifted Windows	None	2D	(https://github.com/microsoft/Swin-Transformer)	Paper