Medical Image Segmentation on Medical Segmentation Decathlon

Metric: NSD (higher is better)

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#	Model↕	NSD▼	Extra Data	Paper	Date↕	Code
1	Swin UNETR	89.28	No	Self-Supervised Pre-Training of Swin Transformer...	2021-11-29	Code
2	DiNTS	88.68	No	DiNTS: Differentiable Neural Network Topology Se...	2021-03-29	Code
3	nnUNet	88.09	No	nnU-Net: Self-adapting Framework for U-Net-Based...	2018-09-27	Code
4	Trans VW	87.64	No	Transferable Visual Words: Exploiting the Semant...	2021-02-21	Code
5	Models Genesis	87.19	No	Models Genesis: Generic Autodidactic Models for ...	2019-08-19	Code

#1Swin UNETRSOTA
89.28
NSD· 2021-11-29
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Code
#2DiNTSSOTA
88.68
NSD· 2021-03-29
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Code
#3nnUNetSOTA
88.09
NSD· 2018-09-27
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Code
#4Trans VW
87.64
NSD· 2021-02-21
Transferable Visual Words: Exploiting the Semantics of Anatomical Patterns for Self-supervised Learning Code
#5Models Genesis
87.19
NSD· 2019-08-19
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Code