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 1901–1950 of 2089 papers

Title	Date	Tasks	Status	Hype
Resource Optimized Neural Architecture Search for 3D Medical Image Segmentation	Sep 2, 2019	GPUImage Segmentation	—Unverified	0
Linking convolutional neural networks with graph convolutional networks: application in pulmonary artery-vein separation	Sep 1, 2019	3D Medical Imaging SegmentationMedical Image Segmentation	CodeCode Available	0
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	Aug 31, 2019	Image SegmentationLesion Segmentation	CodeCode Available	1
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation	Aug 27, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans	Aug 26, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Automatic Rodent Brain MRI Lesion Segmentation with Fully Convolutional Networks	Aug 23, 2019	Image SegmentationLesion Segmentation	—Unverified	0
End-to-End Boundary Aware Networks for Medical Image Segmentation	Aug 21, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis	Aug 19, 2019	AnatomyBrain Tumor Segmentation	CodeCode Available	1
EigenRank by Committee: A Data Subset Selection and Failure Prediction paradigm for Robust Deep Learning based Medical Image Segmentation	Aug 17, 2019	Deep LearningImage Segmentation	—Unverified	0
D-UNet: a dimension-fusion U shape network for chronic stroke lesion segmentation	Aug 14, 2019	DecoderImage Segmentation	CodeCode Available	0
Conv-MCD: A Plug-and-Play Multi-task Module for Medical Image Segmentation	Aug 14, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Multi Scale Supervised 3D U-Net for Kidney and Tumor Segmentation	Aug 9, 2019	DecoderImage Segmentation	—Unverified	0
Kidney and Kidney Tumor Segmentation using a Logical Ensemble of U-nets with Volumetric Validation	Aug 7, 2019	Computed Tomography (CT)Image Segmentation	—Unverified	0
SkrGAN: Sketching-rendering Unconditional Generative Adversarial Networks for Medical Image Synthesis	Aug 6, 2019	Computed Tomography (CT)Data Augmentation	—Unverified	0
U-Net Fixed-Point Quantization for Medical Image Segmentation	Aug 2, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Multi-Task Attention-Based Semi-Supervised Learning for Medical Image Segmentation	Jul 29, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Self-Adaptive 2D-3D Ensemble of Fully Convolutional Networks for Medical Image Segmentation	Jul 26, 2019	Image SegmentationMedical Image Analysis	—Unverified	0
ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation	Jul 25, 2019	Image SegmentationMedical Image Analysis	CodeCode Available	0
Mixed-Supervised Dual-Network for Medical Image Segmentation	Jul 24, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Domain specific cues improve robustness of deep learning based segmentation of ct volumes	Jul 23, 2019	Computed Tomography (CT)Data Augmentation	—Unverified	0
CLCI-Net: Cross-Level fusion and Context Inference Networks for Lesion Segmentation of Chronic Stroke	Jul 16, 2019	DecoderImage Segmentation	CodeCode Available	0
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation	Jul 16, 2019	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
DA-RefineNet:A Dual Input Whole Slide Image Segmentation Algorithm Based on Attention	Jul 15, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation	Jul 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation	Jul 5, 2019	Domain AdaptationImage Segmentation	—Unverified	0
Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound	Jul 3, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Learning a sparse database for patch-based medical image segmentation	Jun 25, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Brain MR Image Segmentation in Small Dataset with Adversarial Defense and Task Reorganization	Jun 25, 2019	Adversarial DefenseImage Segmentation	—Unverified	0
A Novel Deep Learning Based Approach for Left Ventricle Segmentation in Echocardiography: MFP-Unet	Jun 25, 2019	DecoderImage Segmentation	—Unverified	0
Refined-Segmentation R-CNN: A Two-stage Convolutional Neural Network for Punctate White Matter Lesion Segmentation in Preterm Infants	Jun 24, 2019	Image SegmentationLesion Segmentation	CodeCode Available	0
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation	Jun 18, 2019	Active LearningImage Segmentation	—Unverified	0
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1
Scalable Neural Architecture Search for 3D Medical Image Segmentation	Jun 13, 2019	DecoderImage Segmentation	—Unverified	0
PAN: Projective Adversarial Network for Medical Image Segmentation	Jun 11, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation	Jun 10, 2019	Boundary DetectionDecoder	—Unverified	0
Learning to Segment Skin Lesions from Noisy Annotations	Jun 10, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation	Jun 7, 2019	Data AugmentationDomain Adaptation	CodeCode Available	0
PHiSeg: Capturing Uncertainty in Medical Image Segmentation	Jun 7, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Multi-scale self-guided attention for medical image segmentation	Jun 7, 2019	Attentive segmentation networksBrain Tumor Segmentation	CodeCode Available	0
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation	Jun 6, 2019	GPUImage Segmentation	—Unverified	0
Generative Model-Based Ischemic Stroke Lesion Segmentation	Jun 6, 2019	Image SegmentationIschemic Stroke Lesion Segmentation	—Unverified	0
One-pass Multi-task Networks with Cross-task Guided Attention for Brain Tumor Segmentation	Jun 5, 2019	Brain Tumor SegmentationImage Segmentation	CodeCode Available	0
Learning Active Contour Models for Medical Image Segmentation	Jun 1, 2019	Deep LearningImage Segmentation	—Unverified	0
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale Ambiguities	May 30, 2019	DiversityInductive Bias	CodeCode Available	1
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT	May 19, 2019	Computed Tomography (CT)Image Segmentation	—Unverified	0
Machine learning approach for segmenting glands in colon histology images using local intensity and texture features	May 15, 2019	BIG-bench Machine LearningColorectal Gland Segmentation:	CodeCode Available	0
T-Net: Nested encoder-decoder architecture for the main vessel segmentation in coronary angiography	May 10, 2019	DecoderImage Segmentation	—Unverified	0
Reducing the Hausdorff Distance in Medical Image Segmentation with Convolutional Neural Networks	Apr 22, 2019	Image SegmentationMedical Image Segmentation	CodeCode Available	0
A Fast, Semi-Automatic Brain Structure Segmentation Algorithm for Magnetic Resonance Imaging	Apr 21, 2019	Image SegmentationMedical Image 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	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