Medical Image Segmentation on Kvasir-SEG

Metric: mIoU (higher is better)

LeaderboardDataset

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Results

#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	EffiSegNet-B5	0.9065	No	EffiSegNet: Gastrointestinal Polyp Segmentation ...	2024-07-23	Code
2	EffiSegNet-B4	0.9056	No	EffiSegNet: Gastrointestinal Polyp Segmentation ...	2024-07-23	Code
3	DUCK-Net	0.9051	No	Using DUCK-Net for Polyp Image Segmentation	2023-11-03	Code
4	SEP	0.9002	No	Spatially Exclusive Pasting: A General Data Augm...	2022-11-15	-
5	SegMed	0.899	No	-	-	-
6	FCB Former	0.8974	No	Adaptive t-vMF Dice Loss for Multi-class Medical...	2022-07-16	Code
7	FCB-SwinV2 Transformer	0.8973	No	FCB-SwinV2 Transformer for Polyp Segmentation	2023-02-02	-
8	MSRF-Net	0.8914	No	MSRF-Net: A Multi-Scale Residual Fusion Network ...	2021-05-16	Code
9	LM-Net	0.8912	No	LM-Net: A Light-weight and Multi-scale Network f...	2025-01-07	Code
10	SSFormer-L	0.8905	No	Stepwise Feature Fusion: Local Guides Global	2022-03-07	Code
11	FCBFormer	0.8903	No	FCN-Transformer Feature Fusion for Polyp Segment...	2022-08-17	Code
12	HarDNet-DFUS	0.8894	No	HarDNet-DFUS: An Enhanced Harmonically-Connected...	2022-09-15	Code
13	ESFPNet-L	0.887	No	ESFPNet: efficient deep learning architecture fo...	2022-07-15	Code
14	RAPUNet	0.885	No	-	-	Code
15	GMSRF-Net	0.8843	No	GMSRF-Net: An improved generalizability with glo...	2021-11-20	Code
16	UGCANet	0.881	No	UGCANet: A Unified Global Context-Aware Transfor...	2023-07-12	-
17	PVT-GCASCADE	0.879	No	G-CASCADE: Efficient Cascaded Graph Convolutiona...	2023-10-24	Code
18	PVT-CASCADE	0.8776	No	-	-	Code
19	ColonFormer	0.877	No	ColonFormer: An Efficient Transformer based Meth...	2022-05-17	Code
20	DuAT	0.876	No	DuAT: Dual-Aggregation Transformer Network for M...	2022-12-21	Code
21	RaBiT	0.873	No	RaBiT: An Efficient Transformer using Bidirectio...	2023-07-12	Code
22	ADSNet	0.871	No	Adaptation of Distinct Semantics for Uncertain A...	2024-05-13	Code
23	TransFuse-L	0.868	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
24	TransFuse-S	0.868	No	TransFuse: Fusing Transformers and CNNs for Medi...	2021-02-16	Code
25	CaraNet	0.865	No	CaraNet: Context Axial Reverse Attention Network...	2021-08-16	Code
26	BDG-Net	0.865	No	BDG-Net: Boundary Distribution Guided Network fo...	2022-01-03	Code
27	MEGANet(Res2Net-50)	0.863	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
28	SAM-EG	0.862	No	SAM-EG: Segment Anything Model with Egde Guidanc...	2024-06-21	-
29	UACANet-L	0.862	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
30	Polyp-SAM++	0.862	No	Polyp-SAM++: Can A Text Guided SAM Perform Bette...	2023-08-12	Code
31	A-DenseUNet	0.8615	No	-	-	-
32	COMMA (ResNet-50)	0.86	No	-	-	-
33	MEGANet(ResNet-34)	0.859	No	MEGANet: Multi-Scale Edge-Guided Attention Netwo...	2023-09-06	Code
34	UniNet	0.857	No	-	-	Code
35	HarDNet-MSEG	0.857	No	HarDNet-MSEG: A Simple Encoder-Decoder Polyp Seg...	2021-01-18	Code
36	UACANet-S	0.852	No	UACANet: Uncertainty Augmented Context Attention...	2021-07-06	Code
37	COMMA (Res2Net-50)	0.852	No	-	-	-
38	ProMISe	0.851	No	ProMISe: Promptable Medical Image Segmentation u...	2024-03-07	Code
39	PraNet	0.849	No	PraNet: Parallel Reverse Attention Network for P...	2020-06-13	Code
40	KDAS	0.848	No	KDAS: Knowledge Distillation via Attention Super...	2023-12-13	Code
41	AG-CUResNeSt	0.845	No	AG-CUResNeSt: A Novel Method for Colon Polyp Seg...	2021-05-02	Code
42	TGA-Net	0.833	No	TGANet: Text-guided attention for improved polyp...	2022-05-09	Code
43	TransResU-Net	0.8214	No	TransResU-Net: Transformer based ResU-Net for Re...	2022-06-17	Code
44	PEFNet	0.8163	No	Multi Kernel Positional Embedding ConvNeXt for P...	2023-01-17	Code
45	TransNetR	0.8016	No	TransNetR: Transformer-based Residual Network fo...	2023-03-13	Code
46	DDANet	0.78	No	DDANet: Dual Decoder Attention Network for Autom...	2020-12-30	Code
47	ResUNet++ + TTA + CRF	0.78	No	A Comprehensive Study on Colorectal Polyp Segmen...	2021-07-26	Code
48	Yolo-SAM 2	0.764	No	Self-Prompting Polyp Segmentation in Colonoscopy...	2024-09-14	Code
49	DoubleUnet-DCA	0.7434	No	Dual Cross-Attention for Medical Image Segmentat...	2023-03-30	Code
50	ColonSegNet	0.7239	No	Real-Time Polyp Detection, Localization and Segm...	2020-11-15	Code
51	RUPNet	0.6553	No	RUPNet: Residual upsampling network for real-tim...	2023-01-06	-