Medical Image Segmentation on Synapse multi-organ CT

Metric: Avg HD (higher is better)

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#	Model↕	Avg HD▼	Extra Data	Paper	Date↕	Code
1	TransUNet	31.69	Yes	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code
2	UCTransNet	30.29	Yes	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
3	SwinUnet	21.55	Yes	Swin-Unet: Unet-like Pure Transformer for Medica...	2021-05-12	Code
4	MISSFormer	18.2	Yes	MISSFormer: An Effective Medical Image Segmentat...	2021-09-15	Code
5	ParaTransCNN	15.86	Yes	ParaTransCNN: Parallelized TransCNN Encoder for ...	2024-01-27	Code
6	PAG-TransYnet	15.82	No	Rethinking Attention Gated with Hybrid Dual Pyra...	2024-04-28	Code
7	EMCAD	15.68	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
8	MERIT	13.22	No	Multi-scale Hierarchical Vision Transformer with...	2023-03-29	Code
9	AgileFormer	12.88	No	AgileFormer: Spatially Agile Transformer UNet fo...	2024-03-29	Code
10	MIST	11.07	No	MIST: Medical Image Segmentation Transformer wit...	2023-10-30	Code
11	nnUNet	10.78	No	nnU-Net: Self-adapting Framework for U-Net-Based...	2018-09-27	Code
12	nnFormer	10.63	Yes	nnFormer: Interleaved Transformer for Volumetric...	2021-09-07	Code

#1TransUNetSOTA
31.69
Avg HD· Extra Data· 2021-02-08
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Code
#2UCTransNet
30.29
Avg HD· Extra Data· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#3SwinUnet
21.55
Avg HD· Extra Data· 2021-05-12
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Code
#4MISSFormer
18.2
Avg HD· Extra Data· 2021-09-15
MISSFormer: An Effective Medical Image Segmentation Transformer Code
#5ParaTransCNN
15.86
Avg HD· Extra Data· 2024-01-27
ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation Code
#6PAG-TransYnet
15.82
Avg HD· 2024-04-28
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging Code
#7EMCAD
15.68
Avg HD· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#8MERIT
13.22
Avg HD· 2023-03-29
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Code
#9AgileFormer
12.88
Avg HD· 2024-03-29
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Code
#10MIST
11.07
Avg HD· 2023-10-30
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Code
#11nnUNetSOTA
10.78
Avg HD· 2018-09-27
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Code
#12nnFormer
10.63
Avg HD· Extra Data· 2021-09-07
nnFormer: Interleaved Transformer for Volumetric Segmentation Code