Medical Image Segmentation on Kvasir-SEG

Metric: mean Dice (higher is better)

LeaderboardDataset

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Results

#	Model↕	mean Dice▼	Extra Data	Paper	Date↕	Code
1	DUCK-Net	0.9502	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
2	EffiSegNet-B5	0.9488	No	EffiSegNet: Gastrointestinal Polyp Segmentation ...	2024-07-23	Code
3	EffiSegNet-B4	0.9483	No	EffiSegNet: Gastrointestinal Polyp Segmentation ...	2024-07-23	Code
4	SegMed	0.947	No	-	-	-
5	FCB Former	0.9445	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
6	FCB-SwinV2 Transformer	0.942	No	FCB-SwinV2 Transformer for Polyp Segmentation	2023-02-02	-
7	SEP	0.9411	No	Spatially Exclusive Pasting: A General Data Augm...	2022-11-15	-
8	LM-Net	0.9409	No	LM-Net: A Light-weight and Multi-scale Network f...	2025-01-07	Code
9	RAPUNet	0.939	No	-	-	Code
10	FCBFormer	0.9385	No	FCN-Transformer Feature Fusion for Polyp Segment...	2022-08-17	Code
11	HarDNet-DFUS	0.9363	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
12	SSFormer-L	0.9357	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
13	FCBFormer	0.932	No	S2S2: Semantic Stacking for Robust Semantic Segm...	2024-12-17	Code
14	ESFPNet-L	0.931	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
15	UGCANet	0.928	No	UGCANet: A Unified Global Context-Aware Transfor...	2023-07-12	-
16	EMCAD	0.928	No	EMCAD: Efficient Multi-scale Convolutional Atten...	2024-05-11	Code
17	PVT-GCASCADE	0.9274	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
18	ColonFormer	0.927	No	ColonFormer: An Efficient Transformer based Meth...	2022-05-17	Code
19	RaBiT	0.927	No	RaBiT: An Efficient Transformer using Bidirectio...	2023-07-12	Code
20	GMSRF-Net	0.9263	No	GMSRF-Net: An improved generalizability with glo...	2021-11-20	Code
21	PVT-CASCADE	0.9258	No	-	-	Code
22	DuAT	0.924	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
23	MSRF-Net	0.9217	No	MSRF-Net: A Multi-Scale Residual Fusion Network ...	2021-05-16	Code
24	ADSNet	0.92	No	Adaptation of Distinct Semantics for Uncertain A...	2024-05-13	Code
25	CaraNet	0.918	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
26	TransFuse-L	0.918	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
27	TransFuse-S	0.918	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
28	BDG-Net	0.915	No	BDG-Net: Boundary Distribution Guided Network fo...	2022-01-03	Code
29	SAM-EG	0.915	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
30	UniNet	0.915	No	-	-	Code
31	MEGANet(Res2Net-50)	0.913	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
32	KDAS	0.913	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
33	HarDNet-MSEG	0.912	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
34	UACANet-L	0.912	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
35	MEGANet(ResNet-34)	0.911	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
36	ProMISe	0.911	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
37	A-DenseUNet	0.9085	No	-	-	-
38	UACANet-S	0.905	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
39	COMMA (ResNet-50)	0.904	No	-	-	-
40	Polyp-SAM++	0.902	No	Polyp-SAM++: Can A Text Guided SAM Perform Bette...	2023-08-12	Code
41	AG-CUResNeSt	0.902	No	AG-CUResNeSt: A Novel Method for Colon Polyp Seg...	2021-05-02	Code
42	COMMA (Res2Net-50)	0.901	No	-	-	-
43	TGA-Net	0.8982	No	TGANet: Text-guided attention for improved polyp...	2022-05-09	Code
44	PraNet	0.898	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
45	TransResU-Net	0.8884	No	TransResU-Net: Transformer based ResU-Net for Re...	2022-06-17	Code
46	PEFNet	0.8818	No	Multi Kernel Positional Embedding ConvNeXt for P...	2023-01-17	Code
47	FANet	0.8803	No	FANet: A Feedback Attention Network for Improved...	2021-03-31	Code
48	TransNetR	0.8706	No	TransNetR: Transformer-based Residual Network fo...	2023-03-13	Code
49	Yolo-SAM 2	0.866	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
50	DDANet	0.8576	No	DDANet: Dual Decoder Attention Network for Autom...	2020-12-30	Code
51	DoubleUnet-DCA	0.8516	No	Dual Cross-Attention for Medical Image Segmentat...	2023-03-30	Code
52	ResUNet++ + TTA + CRF	0.8508	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
53	U-Net++	0.821	No	UNet++: A Nested U-Net Architecture for Medical ...	2018-07-18	Code
54	ColonSegNet	0.8206	No	Real-Time Polyp Detection, Localization and Segm...	2020-11-15	Code
55	U-Net	0.818	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
56	ResUNet++	0.8133	No	ResUNet++: An Advanced Architecture for Medical ...	2019-11-16	Code
57	ResUNet	0.7877	No	Kvasir-SEG: A Segmented Polyp Dataset	2019-11-16	Code
58	RUPNet	0.7658	No	RUPNet: Residual upsampling network for real-tim...	2023-01-06	-