Medical Image Segmentation on CVC-ClinicDB

Metric: mean Dice (higher is better)

LeaderboardDataset

Loading chart...

Results

#	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