medical-image-segmentation-on-kvasir-seg

Medical Image Segmentation

Results over time

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Leaderboard

Paper	Code	mean Dice	Average MAE	S-Measure	max E-Measure	mIoU	FPS	F-measure	Precision	Recall	ModelName	ReleaseDate
Using DUCK-Net for Polyp Image Segmentation	✓ Link	0.9502				0.9051			0.9628	0.9379	DUCK-Net	2023-11-03
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder	✓ Link	0.9488				0.9065		0.9513	0.9713	0.9321	EffiSegNet-B5	2024-07-23
EffiSegNet: Gastrointestinal Polyp Segmentation through a Pre-Trained EfficientNet-based Network with a Simplified Decoder	✓ Link	0.9483				0.9056		0.9552	0.9679	0.9429	EffiSegNet-B4	2024-07-23
From Semantic Segmentation of Natural Images to Medical Image Segmentation Using ViT-Based Architectures		0.947				0.899					SegMed	2025-01-31
Adaptive t-vMF Dice Loss for Multi-class Medical Image Segmentation	✓ Link	0.9445				0.8974					FCB Former	2022-07-16
FCB-SwinV2 Transformer for Polyp Segmentation		0.9420				0.8973					FCB-SwinV2 Transformer	2023-02-02
Spatially Exclusive Pasting: A General Data Augmentation for the Polyp Segmentation		0.9411				0.9002					SEP	2022-11-15
LM-Net: A Light-weight and Multi-scale Network for Medical Image Segmentation	✓ Link	0.9409				0.8912			0.8964	0.9038	LM-Net	2025-01-07
MetaFormer and CNN Hybrid Model for Polyp Image Segmentation	✓ Link	0.939				0.885					RAPUNet	2024-09-16
FCN-Transformer Feature Fusion for Polyp Segmentation	✓ Link	0.9385				0.8903					FCBFormer	2022-08-17
HarDNet-DFUS: An Enhanced Harmonically-Connected Network for Diabetic Foot Ulcer Image Segmentation and Colonoscopy Polyp Segmentation	✓ Link	0.9363				0.8894					HarDNet-DFUS	2022-09-15
Stepwise Feature Fusion: Local Guides Global	✓ Link	0.9357				0.8905					SSFormer-L	2022-03-07
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging	✓ Link	0.932									FCBFormer	2024-12-17
ESFPNet: efficient deep learning architecture for real-time lesion segmentation in autofluorescence bronchoscopic video	✓ Link	0.931				0.887					ESFPNet-L	2022-07-15
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis		0.928				0.881					UGCANet	2023-07-12
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation	✓ Link	0.928									EMCAD	2024-05-11
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation	✓ Link	0.9274				0.8790					PVT-GCASCADE	2023-10-24
ColonFormer: An Efficient Transformer based Method for Colon Polyp Segmentation	✓ Link	0.927				0.877					ColonFormer	2022-05-17
RaBiT: An Efficient Transformer using Bidirectional Feature Pyramid Network with Reverse Attention for Colon Polyp Segmentation	✓ Link	0.927				0.873					RaBiT	2023-07-12
GMSRF-Net: An improved generalizability with global multi-scale residual fusion network for polyp segmentation	✓ Link	0.9263				0.8843					GMSRF-Net	2021-11-20
Medical Image Segmentation via Cascaded Attention Decoding	✓ Link	0.9258				0.8776					PVT-CASCADE	2023-01-03
DuAT: Dual-Aggregation Transformer Network for Medical Image Segmentation	✓ Link	0.924	0.023			0.876					DuAT	2022-12-21
MSRF-Net: A Multi-Scale Residual Fusion Network for Biomedical Image Segmentation	✓ Link	0.9217				0.8914					MSRF-Net	2021-05-16
Adaptation of Distinct Semantics for Uncertain Areas in Polyp Segmentation	✓ Link	0.92				0.871					ADSNet	2024-05-13
CaraNet: Context Axial Reverse Attention Network for Segmentation of Small Medical Objects	✓ Link	0.918	0.023	0.929	0.968	0.865					CaraNet	2021-08-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation	✓ Link	0.918				0.868					TransFuse-L	2021-02-16
TransFuse: Fusing Transformers and CNNs for Medical Image Segmentation	✓ Link	0.918				0.868					TransFuse-S	2021-02-16
BDG-Net: Boundary Distribution Guided Network for Accurate Polyp Segmentation	✓ Link	0.915	0.021	0.923	0.972	0.865					BDG-Net	2022-01-03
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation		0.915				0.862					SAM-EG	2024-06-21
UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection	✓ Link	0.915				0.857					UniNet	2025-02-28
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation	✓ Link	0.913	0.025			0.863					MEGANet(Res2Net-50)	2023-09-06
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp Segmentation	✓ Link	0.913	0.027			0.848					KDAS	2023-12-13
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS	✓ Link	0.912	0.025	0.923	0.958	0.857	116				HarDNet-MSEG	2021-01-18
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation	✓ Link	0.912	0.025	0.917	0.958	0.862					UACANet-L	2021-07-06
MEGANet: Multi-Scale Edge-Guided Attention Network for Weak Boundary Polyp Segmentation	✓ Link	0.911	0.026			0.859					MEGANet(ResNet-34)	2023-09-06
ProMISe: Promptable Medical Image Segmentation using SAM	✓ Link	0.911				0.851					ProMISe	2024-03-07
A-DenseUNet: Adaptive Densely Connected UNet for Polyp Segmentation in Colonoscopy Images with Atrous Convolution		0.9085				0.8615					A-DenseUNet	2021-02-19
UACANet: Uncertainty Augmented Context Attention for Polyp Segmentation	✓ Link	0.905	0.026	0.914	0.951	0.852					UACANet-S	2021-07-06
COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation		0.904	0.024	0.925	0.963	0.860					COMMA (ResNet-50)	2022-02-17
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?	✓ Link	0.902				0.862		0.92			Polyp-SAM++	2023-08-12
AG-CUResNeSt: A Novel Method for Colon Polyp Segmentation	✓ Link	0.902				0.845					AG-CUResNeSt	2021-05-02
COMMA: Propagating Complementary Multi-Level Aggregation Network for Polyp Segmentation		0.901	0.027	0.919	0.951	0.852					COMMA (Res2Net-50)	2022-02-17
TGANet: Text-guided attention for improved polyp segmentation	✓ Link	0.8982				0.8330					TGA-Net	2022-05-09
PraNet: Parallel Reverse Attention Network for Polyp Segmentation	✓ Link	0.898	0.030	0.915	0.948	0.849					PraNet	2020-06-13
TransResU-Net: Transformer based ResU-Net for Real-Time Colonoscopy Polyp Segmentation	✓ Link	0.8884				0.8214	48.61				TransResU-Net	2022-06-17
Multi Kernel Positional Embedding ConvNeXt for Polyp Segmentation	✓ Link	0.8818				0.8163					PEFNet	2023-01-17
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	✓ Link	0.8803	0.8153								FANet	2021-03-31
TransNetR: Transformer-based Residual Network for Polyp Segmentation with Multi-Center Out-of-Distribution Testing	✓ Link	0.8706				0.8016	54.60				TransNetR	2023-03-13
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 Model	✓ Link	0.866				0.764					Yolo-SAM 2	2024-09-14
DDANet: Dual Decoder Attention Network for Automatic Polyp Segmentation	✓ Link	0.8576				0.7800	69.59				DDANet	2020-12-30
Dual Cross-Attention for Medical Image Segmentation	✓ Link	0.8516				0.7434					DoubleUnet-DCA	2023-03-30
A Comprehensive Study on Colorectal Polyp Segmentation with ResUNet++, Conditional Random Field and Test-Time Augmentation	✓ Link	0.8508				0.7800	69.59				ResUNet++ + TTA + CRF	2021-07-26
UNet++: A Nested U-Net Architecture for Medical Image Segmentation	✓ Link	0.8210	0.048	0.862	0.910						U-Net++	2018-07-18
Real-Time Polyp Detection, Localization and Segmentation in Colonoscopy Using Deep Learning	✓ Link	0.8206				0.7239	182.38				ColonSegNet	2020-11-15
U-Net: Convolutional Networks for Biomedical Image Segmentation	✓ Link	0.8180	0.055	0.858	0.893						U-Net	2015-05-18
ResUNet++: An Advanced Architecture for Medical Image Segmentation	✓ Link	0.8133									ResUNet++	2019-11-16
Kvasir-SEG: A Segmented Polyp Dataset	✓ Link	0.7877									ResUNet	2019-11-16
RUPNet: Residual upsampling network for real-time polyp segmentation		0.7658				0.6553	152.60				RUPNet	2023-01-06

OpenCodePapers

medical-image-segmentation-on-kvasir-seg