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

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Showing 1001–1050 of 2089 papers

Title	Date	Tasks	Status	Hype
Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation	Jun 4, 2023	Image SegmentationIncremental Learning	CodeCode Available	1
Transformer-based Annotation Bias-aware Medical Image Segmentation	Jun 2, 2023	DecoderImage Segmentation	CodeCode Available	0
Pre-Training Auto-Generated Volumetric Shapes for 3D Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image Segmentation	Jun 1, 2023	DecoderDomain Generalization	CodeCode Available	1
Robust T-Loss for Medical Image Segmentation	Jun 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp Segmentation	Jun 1, 2023	Ensemble LearningImage Segmentation	CodeCode Available	1
Evaluation of Multi-indicator And Multi-organ Medical Image Segmentation Models	Jun 1, 2023	DecoderImage Segmentation	CodeCode Available	0
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image Segmentation	May 31, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation	May 30, 2023	Data AugmentationImage Segmentation	CodeCode Available	0
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer	May 30, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Scale-aware Super-resolution Network with Dual Affinity Learning for Lesion Segmentation from Medical Images	May 30, 2023	Image SegmentationImage Super-Resolution	—Unverified	0
Attention Mechanisms in Medical Image Segmentation: A Survey	May 29, 2023	ArticlesImage Segmentation	—Unverified	0
Trustworthy Deep Learning for Medical Image Segmentation	May 27, 2023	AnatomyDeep Learning	—Unverified	0
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation	May 25, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
NexToU: Efficient Topology-Aware U-Net for Medical Image Segmentation	May 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Self-aware and Cross-sample Prototypical Learning for Semi-supervised Medical Image Segmentation	May 25, 2023	DiversityImage Segmentation	CodeCode Available	1
Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning	May 24, 2023	Deep LearningImage Segmentation	—Unverified	0
Bi-VLGM : Bi-Level Class-Severity-Aware Vision-Language Graph Matching for Text Guided Medical Image Segmentation	May 20, 2023	Graph MatchingImage Segmentation	—Unverified	0
When SAM Meets Shadow Detection	May 19, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
An image segmentation algorithm based on multi-scale feature pyramid network	May 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation	May 18, 2023	Domain AdaptationImage Segmentation	—Unverified	0
One-Prompt to Segment All Medical Images	May 17, 2023	AllImage Segmentation	CodeCode Available	1
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model	May 16, 2023	DecoderImage Segmentation	CodeCode Available	1
AI in the Loop -- Functionalizing Fold Performance Disagreement to Monitor Automated Medical Image Segmentation Pipelines	May 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
MaxViT-UNet: Multi-Axis Attention for Medical Image Segmentation	May 15, 2023	DecoderFlood extent forecasting	CodeCode Available	1
Learning to Learn Unlearned Feature for Brain Tumor Segmentation	May 13, 2023	Active LearningBrain Tumor Segmentation	—Unverified	0
Towards Generalizable Medical Image Segmentation with Pixel-wise Uncertainty Estimation	May 13, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Meta-Polyp: a baseline for efficient Polyp segmentation	May 13, 2023	DecoderMedical Image Segmentation	CodeCode Available	1
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation	May 11, 2023	Cardiac SegmentationDomain Adaptation	—Unverified	0
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation	May 11, 2023	image-classificationImage Classification	CodeCode Available	0
Uncertainty-Aware Semi-Supervised Learning for Prostate MRI Zonal Segmentation	May 10, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	May 9, 2023	Density EstimationDomain Adaptation	—Unverified	0
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey	May 5, 2023	BenchmarkingImage Generation	CodeCode Available	0
Mci-net: multi-scale context integrated network for liver ct image segmentation	May 3, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available	0
Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation	May 1, 2023	Boundary DetectionDecoder	CodeCode Available	1
Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation	May 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Brain Tumor Segmentation from MRI Images using Deep Learning Techniques	Apr 29, 2023	Brain Tumor ClassificationBrain Tumor Segmentation	—Unverified	0
Polyp-SAM: Transfer SAM for Polyp Segmentation	Apr 29, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segment Anything Model for Medical Images?	Apr 28, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
DIAMANT: Dual Image-Attention Map Encoders For Medical Image Segmentation	Apr 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SCOPE: Structural Continuity Preservation for Medical Image Segmentation	Apr 28, 2023	AnatomyImage Segmentation	—Unverified	0
SAM on Medical Images: A Comprehensive Study on Three Prompt Modes	Apr 28, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
SkinSAM: Empowering Skin Cancer Segmentation with Segment Anything Model	Apr 27, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
COSST: Multi-organ Segmentation with Partially Labeled Datasets Using Comprehensive Supervisions and Self-training	Apr 27, 2023	Computed Tomography (CT)Medical Image Segmentation	—Unverified	0
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation	Apr 26, 2023	Domain AdaptationImage Segmentation	—Unverified	0
GazeSAM: What You See is What You Segment	Apr 26, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Customized Segment Anything Model for Medical Image Segmentation	Apr 26, 2023	DecoderImage Segmentation	CodeCode Available	2
Mixing Data Augmentation with Preserving Foreground Regions in Medical Image Segmentation	Apr 26, 2023	Data AugmentationDeep Learning	—Unverified	0
DiffuseExpand: Expanding dataset for 2D medical image segmentation using diffusion models	Apr 26, 2023	DiversityImage Generation	CodeCode Available	1
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation	Apr 25, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	3

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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	DuAT	mean Dice	0.95	—	Unverified
10	SegMed	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	nnFormer	Avg DSC	92.06	—	Unverified
10	Automatic AI-SAM	Avg DSC	92.06	—	Unverified

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