Medical Image Segmentation

Medical Image Segmentation is a computer vision task that involves dividing an medical image into multiple segments, where each segment represents a different object or structure of interest in the image. The goal of medical image segmentation is to provide a precise and accurate representation of the objects of interest within the image, typically for the purpose of diagnosis, treatment planning, and quantitative analysis.

( Image credit: IVD-Net )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1101–1150 of 2089 papers

Title	Date	Tasks	Status	Score
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the Decoder	Dec 9, 2024	DecoderImage Segmentation	CodeCode Available	5
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation	Jan 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds	Apr 9, 2019	Image CompressionImage Segmentation	—Unverified	0
Generative Model-Based Ischemic Stroke Lesion Segmentation	Jun 6, 2019	Image SegmentationIschemic Stroke Lesion Segmentation	—Unverified	0
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation	Dec 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified	0
MedUHIP: Towards Human-In-the-Loop Medical Segmentation	Aug 3, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning	May 16, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling	Jun 5, 2025	AnatomyBrain Tumor Segmentation	—Unverified	0
Generalist Models in Medical Image Segmentation: A Survey and Performance Comparison with Task-Specific Approaches	Jun 12, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation	Jun 12, 2025	Image SegmentationLong-range modeling	—Unverified	0
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation	Sep 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
3D Densely Convolutional Networks for VolumetricSegmentation	Sep 13, 2017	3D Medical Imaging SegmentationBrain Segmentation	—Unverified	0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images	Mar 17, 2020	Image SegmentationLiver Segmentation	—Unverified	0
3D Medical Imaging Segmentation on Non-Contrast CT	Mar 11, 2025	3D Medical Imaging SegmentationImage Segmentation	—Unverified	0
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes	Aug 31, 2018	Brain SegmentationImage Segmentation	—Unverified	0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training	Nov 29, 2018	Image SegmentationMedical Image Segmentation	—Unverified	0
4D Multi-atlas Label Fusion using Longitudinal Images	Aug 29, 2017	Image SegmentationMedical Image Segmentation	—Unverified	0
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT	May 19, 2019	Computed Tomography (CT)Image Segmentation	—Unverified	0
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation	Dec 1, 2017	Image SegmentationMedical Image Segmentation	—Unverified	0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy	Aug 27, 2020	Image SegmentationMedical Image Segmentation	—Unverified	0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation	Oct 27, 2022	Conditional Image GenerationDenoising	—Unverified	0
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets	Apr 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation	Oct 27, 2023	DenoisingDomain Adaptation	—Unverified	0
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation	May 25, 2024	Contrastive LearningImage Segmentation	—Unverified	0
A Comprehensive Review of U-Net and Its Variants: Advances and Applications in Medical Image Segmentation	Feb 9, 2025	Image SegmentationMedical Image Segmentation	—Unverified	0
A Comprehensive Study on Medical Image Segmentation using Deep Neural Networks	Jun 4, 2025	EthicsExplainable artificial intelligence	—Unverified	0
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation	Dec 8, 2023	Active LearningDomain Adaptation	—Unverified	0
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training	Jun 5, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Adapting Off-the-Shelf Source Segmenter for Target Medical Image Segmentation	Jun 23, 2021	Domain AdaptationImage Segmentation	—Unverified	0
Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection	Jun 2, 2022	Adversarial RobustnessImage Segmentation	—Unverified	0
Adaptive Affinity-Based Generalization For MRI Imaging Segmentation Across Resource-Limited Settings	Apr 3, 2024	Data IntegrationKnowledge Distillation	—Unverified	0
Adaptive Mix for Semi-Supervised Medical Image Segmentation	Jul 31, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift	Oct 4, 2022	Data AugmentationImage Segmentation	—Unverified	0
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI	Aug 31, 2022	Image SegmentationMedical Image Segmentation	—Unverified	0
A-DenseUNet: Adaptive Densely Connected UNet for Polyp Segmentation in Colonoscopy Images with Atrous Convolution	Feb 19, 2021	DecoderDimensionality Reduction	—Unverified	0
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence	May 7, 2025	Data AugmentationHippocampus	—Unverified	0
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images	May 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation	May 25, 2021	Adversarial AttackData Augmentation	—Unverified	0
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation	Jun 28, 2022	Contrastive LearningDomain Generalization	—Unverified	0
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified	0
A Characteristic Function-based Algorithm for Geodesic Active Contours	Jul 1, 2020	Image SegmentationLesion Segmentation	—Unverified	0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified	0
AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation	Oct 20, 2021	DecoderGPU	—Unverified	0
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation	Apr 3, 2025	Image SegmentationKnowledge Distillation	—Unverified	0
A hybrid approach based segmentation technique for brain tumor in MRI Images	Mar 8, 2016	Image SegmentationMedical Image Segmentation	—Unverified	0
A hybrid approach for improving U-Net variants in medical image segmentation	Jul 31, 2023	Image SegmentationLesion Segmentation	—Unverified	0

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All datasets Kvasir-SEG CVC-ClinicDB CVC-ColonDB ETIS-LARIBPOLYPDB Synapse multi-organ CT Automatic Cardiac Diagnosis Challenge (ACDC)MoNuSeg 2018 Data Science Bowl GlaS BKAI-IGH NeoPolyp-Small MICCAI 2015 Multi-Atlas Abdomen Labeling Challenge ACDC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DUCK-Net	mean Dice	0.95	—	Unverified
2	EffiSegNet-B5	mean Dice	0.95	—	Unverified
3	EffiSegNet-B4	mean Dice	0.95	—	Unverified
4	SegMed	mean Dice	0.95	—	Unverified
5	FCB Former	mean Dice	0.94	—	Unverified
6	FCB-SwinV2 Transformer	mean Dice	0.94	—	Unverified
7	SEP	mean Dice	0.94	—	Unverified
8	LM-Net	mean Dice	0.94	—	Unverified
9	RAPUNet	mean Dice	0.94	—	Unverified
10	FCBFormer	mean Dice	0.94	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DUCK-Net	mean Dice	0.97	—	Unverified
2	RAPUNet	mean Dice	0.96	—	Unverified
3	EMCAD	mean Dice	0.95	—	Unverified
4	Yolo-SAM 2	mean Dice	0.95	—	Unverified
5	RaBiT	mean Dice	0.95	—	Unverified
6	UGCANet	mean Dice	0.95	—	Unverified
7	ESFPNet-L	mean Dice	0.95	—	Unverified
8	FCBFormer	mean Dice	0.95	—	Unverified
9	SegMed	mean Dice	0.95	—	Unverified
10	DuAT	mean Dice	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RAPUNet	mean Dice	0.95	—	Unverified
2	DUCK-Net	mean Dice	0.94	—	Unverified
3	EMCAD	mean Dice	0.92	—	Unverified
4	SegMed	mean Dice	0.92	—	Unverified
5	UniNet	mean Dice	0.92	—	Unverified
6	ProMISe	mean Dice	0.87	—	Unverified
7	Meta-Polyp	mean Dice	0.87	—	Unverified
8	ResUNet++ + TTA	mean Dice	0.85	—	Unverified
9	PVT-GCASCADE	mean Dice	0.83	—	Unverified
10	PVT-CASCADE	mean Dice	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RAPUNet	mean Dice	0.96	—	Unverified
2	SegMed	mean Dice	0.94	—	Unverified
3	DUCK-Net	mean Dice	0.94	—	Unverified
4	EMCAD	mean Dice	0.92	—	Unverified
5	ProMISe	mean Dice	0.84	—	Unverified
6	RSAFormer	mean Dice	0.84	—	Unverified
7	ESFPNet-L	mean Dice	0.82	—	Unverified
8	DuAT	mean Dice	0.82	—	Unverified
9	PVT-CASCADE	mean Dice	0.8	—	Unverified
10	SSFormer-L	mean Dice	0.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Interactive AI-SAM gt box	Avg DSC	90.66	—	Unverified
2	Medical SAM Adapter	Avg DSC	89.8	—	Unverified
3	MedSegDiff-v2	Avg DSC	89.5	—	Unverified
4	nnUNet	Avg DSC	88.8	—	Unverified
5	MedNeXt-L (5x5x5)	Avg DSC	88.76	—	Unverified
6	MIST	Avg DSC	86.92	—	Unverified
7	nnFormer	Avg DSC	86.57	—	Unverified
8	AgileFormer	Avg DSC	86.11	—	Unverified
9	MERIT	Avg DSC	84.9	—	Unverified
10	Automatic AI-SAM	Avg DSC	84.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCT	Avg DSC	94.26	—	Unverified
2	Interactive AI-SAM gt box	Avg DSC	93.89	—	Unverified
3	FCT	Avg DSC	93.02	—	Unverified
4	LHU-Net	Avg DSC	92.65	—	Unverified
5	MIST	Avg DSC	92.56	—	Unverified
6	MERIT	Avg DSC	92.32	—	Unverified
7	MERIT-GCASCADE	Avg DSC	92.23	—	Unverified
8	EMCAD	Avg DSC	92.12	—	Unverified
9	Automatic AI-SAM	Avg DSC	92.06	—	Unverified
10	nnFormer	Avg DSC	92.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Stardist	F1	84.6	—	Unverified