Medical Image Segmentation on CVC-ClinicDB

Metric: mean Dice (higher is better)

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Results

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#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	DUCK-Net	0.9684	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
2	RAPUNet	0.961	No	-	-	Code
3	EMCAD	0.9521	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
4	RaBiT	0.951	No	RaBiT: An Efficient Transformer using Bidirectio...	2023-07-12	Code
5	Yolo-SAM 2	0.951	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
6	UGCANet	0.95	No	UGCANet: A Unified Global Context-Aware Transfor...	2023-07-12	-
7	ESFPNet-L	0.949	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
8	FCBFormer	0.9488	No	S2S2: Semantic Stacking for Robust Semantic Segm...	2024-12-17	Code
9	DuAT	0.948	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
10	SegMed	0.948	No	-	-	-
11	DUCK-Net	0.9478	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
12	ColonFormer	0.947	No	ColonFormer: An Efficient Transformer based Meth...	2022-05-17	Code
13	FCBFormer	0.9469	No	FCN-Transformer Feature Fusion for Polyp Segment...	2022-08-17	Code
14	PVT-GCASCADE	0.9468	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
15	SSFormer-L	0.9447	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
16	PVT-CASCADE	0.9434	No	-	-	Code
17	UniNet	0.942	No	-	-	Code
18	MSRF-Net	0.942	No	MSRF-Net: A Multi-Scale Residual Fusion Network ...	2021-05-16	Code
19	Hi-gMISnet	0.9419	No	-	-	Code
20	MADGNet	0.939	No	Modality-agnostic Domain Generalizable Medical I...	2024-05-10	Code
21	HarDNet-DFUS	0.939	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
22	MEGANet(Res2Net-50)	0.938	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
23	ADSNet	0.938	No	Adaptation of Distinct Semantics for Uncertain A...	2024-05-13	Code
24	Polar U-Net	0.9374	No	-	-	Code
25	CaraNet	0.936	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
26	FANet	0.9355	No	FANet: A Feedback Attention Network for Improved...	2021-03-31	Code
27	TransFuse-L	0.934	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
28	COMMA (Res2Net-50)	0.933	No	-	-	-
29	HarDNet-MSEG	0.932	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
30	SAM-EG	0.931	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
31	MEGANet(ResNet-34)	0.93	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
32	UACANet-L	0.926	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
33	KDAS	0.925	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
34	DoubleUNet	0.9239	No	DoubleU-Net: A Deep Convolutional Neural Network...	2020-06-08	Code
35	ResUNet++ + CRF	0.9203	No	Real-Time Polyp Detection, Localization and Segm...	2020-11-15	Code
36	TransFuse-S	0.918	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
37	AG-CUResNeSt	0.917	No	AG-CUResNeSt: A Novel Method for Colon Polyp Seg...	2021-05-02	Code
38	COMMA (ResNet-50)	0.916	No	-	-	-
39	UACANet-S	0.916	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
40	Polyp-SAM++	0.915	No	Polyp-SAM++: Can A Text Guided SAM Perform Bette...	2023-08-12	Code
41	DoubleUnet-DCA	0.9086	No	Dual Cross-Attention for Medical Image Segmentat...	2023-03-30	Code
42	ResUNet++ + TTA	0.902	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
43	ResUNet++ + CRF+ TTA	0.9017	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
44	PraNet	0.899	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
45	U-Net	0.823	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
46	ResUNet++	0.7955	No	ResUNet++: An Advanced Architecture for Medical ...	2019-11-16	Code
47	U-Net++	0.794	No	UNet++: A Nested U-Net Architecture for Medical ...	2018-07-18	Code

#1DUCK-NetSOTA
0.9684
mean Dice· 2022-07-16
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation Code
#2RAPUNet
0.961
mean Dice
No paperCode
#3EMCAD
0.9521
mean Dice· 2024-05-11
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation Code
#4RaBiT
0.951
mean Dice· 2023-07-12
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation Code
#5Yolo-SAM 2
0.951
mean Dice· 2024-09-14
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model Code
#6UGCANet
0.95
mean Dice· 2023-07-12
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
#7ESFPNet-LSOTA
0.949
mean Dice· 2022-07-15
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video Code
#8FCBFormer
0.9488
mean Dice· 2024-12-17
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging Code
#9DuAT
0.948
mean Dice· 2022-12-21
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation Code
#10SegMed
0.948
mean Dice
No paper
#11DUCK-Net
0.9478
mean Dice· 2023-11-03
Using DUCK-Net for Polyp Image Segmentation Code
#12ColonFormerSOTA
0.947
mean Dice· 2022-05-17
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation Code
#13FCBFormer
0.9469
mean Dice· 2022-08-17
FCN-Transformer Feature Fusion for Polyp Segmentation Code
#14PVT-GCASCADE
0.9468
mean Dice· 2023-10-24
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Code
#15SSFormer-LSOTA
0.9447
mean Dice· 2022-03-07
Stepwise Feature Fusion: Local Guides Global Code
#16PVT-CASCADE
0.9434
mean Dice
No paperCode
#17UniNet
0.942
mean Dice
No paperCode
#18MSRF-NetSOTA
0.942
mean Dice· 2021-05-16
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation Code
#19Hi-gMISnet
0.9419
mean Dice
No paperCode
#20MADGNet
0.939
mean Dice· 2024-05-10
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale Attention Code
#21HarDNet-DFUS
0.939
mean Dice· 2022-09-15
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation Code
#22MEGANet(Res2Net-50)
0.938
mean Dice· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#23ADSNet
0.938
mean Dice· 2024-05-13
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation Code
#24Polar U-Net
0.9374
mean Dice
No paperCode
#25CaraNet
0.936
mean Dice· 2021-08-16
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects Code
#26FANetSOTA
0.9355
mean Dice· 2021-03-31
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation Code
#27TransFuse-LSOTA
0.934
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#28COMMA (Res2Net-50)
0.933
mean Dice
No paper
#29HarDNet-MSEGSOTA
0.932
mean Dice· 2021-01-18
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS Code
#30SAM-EG
0.931
mean Dice· 2024-06-21
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation
#31MEGANet(ResNet-34)
0.93
mean Dice· 2023-09-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation Code
#32UACANet-L
0.926
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#33KDAS
0.925
mean Dice· 2023-12-13
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation Code
#34DoubleUNetSOTA
0.9239
mean Dice· 2020-06-08
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation Code
#35ResUNet++ + CRF
0.9203
mean Dice· 2020-11-15
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning Code
#36TransFuse-S
0.918
mean Dice· 2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation Code
#37AG-CUResNeSt
0.917
mean Dice· 2021-05-02
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation Code
#38COMMA (ResNet-50)
0.916
mean Dice
No paper
#39UACANet-S
0.916
mean Dice· 2021-07-06
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation Code
#40Polyp-SAM++
0.915
mean Dice· 2023-08-12
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code
#41DoubleUnet-DCA
0.9086
mean Dice· 2023-03-30
Dual Cross-Attention for Medical Image Segmentation Code
#42ResUNet++ + TTA
0.902
mean Dice· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code
#43ResUNet++ + CRF+ TTA
0.9017
mean Dice· 2021-07-26
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation Code
#44PraNet
0.899
mean Dice· 2020-06-13
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Code
#45U-NetSOTA
0.823
mean Dice· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#46ResUNet++
0.7955
mean Dice· 2019-11-16
ResUNet++: An Advanced Architecture for Medical Image Segmentation Code
#47U-Net++
0.794
mean Dice· 2018-07-18
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Code