Medical Image Segmentation on Synapse multi-organ CT

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#	Model↕	Avg DSC▼	Extra Data	Paper	Date↕	Code
1	Interactive AI-SAM gt box	90.66	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
2	Medical SAM Adapter	89.8	No	Medical SAM Adapter: Adapting Segment Anything M...	2023-04-25	Code
3	MedSegDiff-v2	89.5	No	MedSegDiff-V2: Diffusion based Medical Image Seg...	2023-01-19	Code
4	nnUNet	88.8	No	nnU-Net: Self-adapting Framework for U-Net-Based...	2018-09-27	Code
5	MedNeXt-L (5x5x5)	88.76	No	MedNeXt: Transformer-driven Scaling of ConvNets ...	2023-03-17	Code
6	MIST	86.92	No	MIST: Medical Image Segmentation Transformer wit...	2023-10-30	Code
7	nnFormer	86.57	Yes	nnFormer: Interleaved Transformer for Volumetric...	2021-09-07	Code
8	AgileFormer	86.11	No	AgileFormer: Spatially Agile Transformer UNet fo...	2024-03-29	Code
9	MERIT	84.9	No	Multi-scale Hierarchical Vision Transformer with...	2023-03-29	Code
10	Automatic AI-SAM	84.21	Yes	AI-SAM: Automatic and Interactive Segment Anythi...	2023-12-05	Code
11	ParaTransCNN	83.86	Yes	ParaTransCNN: Parallelized TransCNN Encoder for ...	2024-01-27	Code
12	EMCAD	83.63	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
13	PAG-TransYnet	83.43	No	Rethinking Attention Gated with Hybrid Dual Pyra...	2024-04-28	Code
14	SegFormer3D	82.15	No	SegFormer3D: an Efficient Transformer for 3D Med...	2024-04-15	Code
15	MISSFormer	81.96	Yes	MISSFormer: An Effective Medical Image Segmentat...	2021-09-15	Code
16	TransUNet	81.19	No	S2S2: Semantic Stacking for Robust Semantic Segm...	2024-12-17	Code
17	SelfReg-UNet: SwinUNet	80.54	No	SelfReg-UNet: Self-Regularized UNet for Medical ...	2024-06-21	Code
18	SelfReg-UNet: Vanilla UNet	80.34	No	SelfReg-UNet: Self-Regularized UNet for Medical ...	2024-06-21	Code
19	FCB Former	80.26	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
20	SETR	79.6	Yes	Rethinking Semantic Segmentation from a Sequence...	2020-12-31	Code
21	SwinUnet	79.13	Yes	Swin-Unet: Unet-like Pure Transformer for Medica...	2021-05-12	Code
22	UCTransNet	78.99	Yes	UCTransNet: Rethinking the Skip Connections in U...	2021-09-09	Code
23	TransUNet	77.48	Yes	TransUNet: Transformers Make Strong Encoders for...	2021-02-08	Code

#1Interactive AI-SAM gt boxSOTA
90.66
Avg DSC· Extra Data· 2023-12-05
AI-SAM: Automatic and Interactive Segment Anything Model Code
#2Medical SAM AdapterSOTA
89.8
Avg DSC· 2023-04-25
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation Code
#3MedSegDiff-v2SOTA
89.5
Avg DSC· 2023-01-19
MedSegDiff-V2: Diffusion based Medical Image Segmentation with Transformer Code
#4nnUNetSOTA
88.8
Avg DSC· 2018-09-27
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Code
#5MedNeXt-L (5x5x5)
88.76
Avg DSC· 2023-03-17
MedNeXt: Transformer-driven Scaling of ConvNets for Medical Image Segmentation Code
#6MIST
86.92
Avg DSC· 2023-10-30
MIST: Medical Image Segmentation Transformer with Convolutional Attention Mixing (CAM) Decoder Code
#7nnFormer
86.57
Avg DSC· Extra Data· 2021-09-07
nnFormer: Interleaved Transformer for Volumetric Segmentation Code
#8AgileFormer
86.11
Avg DSC· 2024-03-29
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation Code
#9MERIT
84.9
Avg DSC· 2023-03-29
Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Code
#10Automatic AI-SAM
84.21
Avg DSC· Extra Data· 2023-12-05
AI-SAM: Automatic and Interactive Segment Anything Model Code
#11ParaTransCNN
83.86
Avg DSC· Extra Data· 2024-01-27
ParaTransCNN: Parallelized TransCNN Encoder for Medical Image Segmentation Code
#12EMCAD
83.63
Avg DSC· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#13PAG-TransYnet
83.43
Avg DSC· 2024-04-28
Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging Code
#14SegFormer3D
82.15
Avg DSC· 2024-04-15
SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation Code
#15MISSFormer
81.96
Avg DSC· Extra Data· 2021-09-15
MISSFormer: An Effective Medical Image Segmentation Transformer Code
#16TransUNet
81.19
Avg DSC· 2024-12-17
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Code
#17SelfReg-UNet: SwinUNet
80.54
Avg DSC· 2024-06-21
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Code
#18SelfReg-UNet: Vanilla UNet
80.34
Avg DSC· 2024-06-21
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation Code
#19FCB Former
80.26
Avg DSC· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Code
#20SETR
79.6
Avg DSC· Extra Data· 2020-12-31
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers Code
#21SwinUnet
79.13
Avg DSC· Extra Data· 2021-05-12
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Code
#22UCTransNet
78.99
Avg DSC· Extra Data· 2021-09-09
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Code
#23TransUNet
77.48
Avg DSC· Extra Data· 2021-02-08
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Code