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 501–525 of 2089 papers

Title	Date	Tasks	Status	Hype
FedIA: Federated Medical Image Segmentation with Heterogeneous Annotation Completeness	Jul 2, 2024	Federated LearningImage Segmentation	CodeCode Available	0
Domain Influence in MRI Medical Image Segmentation: spatial versus k-space inputs	Jul 1, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart	Jul 1, 2024	3D Medical Imaging Segmentationimage-classification	CodeCode Available	3
pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation	Jun 29, 2024	Federated LearningImage Segmentation	—Unverified	0
AstMatch: Adversarial Self-training Consistency Framework for Semi-Supervised Medical Image Segmentation	Jun 28, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Robustness Testing of Black-Box Models Against CT Degradation Through Test-Time Augmentation	Jun 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
SimTxtSeg: Weakly-Supervised Medical Image Segmentation with Simple Text Cues	Jun 27, 2024	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Segment Anything Model for automated image data annotation: empirical studies using text prompts from Grounding DINO	Jun 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Towards Synchronous Memorizability and Generalizability with Site-Modulated Diffusion Replay for Cross-Site Continual Segmentation	Jun 26, 2024	Continual LearningDomain Generalization	CodeCode Available	0
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes	Jun 26, 2024	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Stable Diffusion Segmentation for Biomedical Images with Single-step Reverse Process	Jun 26, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Test-Time Generative Augmentation for Medical Image Segmentation	Jun 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Domain Adaptation of Echocardiography Segmentation Via Reinforcement Learning	Jun 25, 2024	Domain AdaptationImage Segmentation	CodeCode Available	1
Medical Image Segmentation Using Directional Window Attention	Jun 25, 2024	Cell SegmentationDiagnostic	CodeCode Available	0
Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation?	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
Multi-Aperture Fusion of Transformer-Convolutional Network (MFTC-Net) for 3D Medical Image Segmentation and Visualization	Jun 24, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image Segmentation	Jun 24, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	0
Self-Supervised Alignment Learning for Medical Image Segmentation	Jun 22, 2024	Contrastive LearningImage Segmentation	—Unverified	0
SelfReg-UNet: Self-Regularized UNet for Medical Image Segmentation	Jun 21, 2024	DecoderImage Segmentation	CodeCode Available	2
SAM-EG: Segment Anything Model with Egde Guidance framework for efficient Polyp Segmentation	Jun 21, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Perspective+ Unet: Enhancing Segmentation with Bi-Path Fusion and Efficient Non-Local Attention for Superior Receptive Fields	Jun 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Trusting Semantic Segmentation Networks	Jun 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation	Jun 20, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation	Jun 20, 2024	Data AugmentationDomain Generalization	—Unverified	0
Low-Rank Mixture-of-Experts for Continual Medical Image Segmentation	Jun 19, 2024	Continual LearningImage 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