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 1051–1075 of 2089 papers

Title	Date	Tasks	Status
Robust Box Prompt based SAM for Medical Image Segmentation	Jul 31, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Expanding the Medical Decathlon dataset: segmentation of colon and colorectal cancer from computed tomography images	Jul 31, 2024	Medical Image Segmentation	CodeCode Available
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified
Robust Conformal Volume Estimation in 3D Medical Images	Jul 29, 2024	Conformal PredictionDensity Ratio Estimation	CodeCode Available
Dense Self-Supervised Learning for Medical Image Segmentation	Jul 29, 2024	DecoderImage Segmentation	—Unverified
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Few-Shot Medical Image Segmentation with Large Kernel Attention	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation	Jul 26, 2024	Cardiac SegmentationImage Segmentation	—Unverified
Topology-Preserving Downsampling of Binary Images	Jul 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Segmentation by registration-enabled SAM prompt engineering using five reference images	Jul 25, 2024	Image RegistrationImage Segmentation	CodeCode Available
Trans2Unet: Neural fusion for Nuclei Semantic Segmentation	Jul 24, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Navigating Uncertainty in Medical Image Segmentation	Jul 23, 2024	Image SegmentationLesion Segmentation	—Unverified
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation	Jul 22, 2024	DenoisingImage Segmentation	—Unverified
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM	Jul 21, 2024	Few-Shot LearningGPU	—Unverified
LoRA-PT: Low-Rank Adapting UNETR for Hippocampus Segmentation Using Principal Tensor Singular Values and Vectors	Jul 16, 2024	BraTS2021Hippocampus	CodeCode Available
Efficient In-Context Medical Segmentation with Meta-driven Visual Prompt Selection	Jul 15, 2024	Image SegmentationIn-Context Learning	—Unverified
Enhancing Semantic Segmentation with Adaptive Focal Loss: A Novel Approach	Jul 13, 2024	DiagnosticImage Segmentation	—Unverified
Segmenting Medical Images with Limited Data	Jul 12, 2024	DecoderDiversity	CodeCode Available
SliceMamba with Neural Architecture Search for Medical Image Segmentation	Jul 11, 2024	Image SegmentationMamba	—Unverified
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation	Jul 10, 2024	Domain AdaptationDomain Generalization	—Unverified
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis	Jul 8, 2024	Image SegmentationLesion Segmentation	CodeCode Available
Enhancing Label-efficient Medical Image Segmentation with Text-guided Diffusion Models	Jul 7, 2024	DenoisingDiagnostic	—Unverified
Self-Paced Sample Selection for Barely-Supervised Medical Image Segmentation	Jul 7, 2024	Contrastive LearningImage Registration	CodeCode Available
Leveraging Task-Specific Knowledge from LLM for Semi-Supervised 3D Medical Image Segmentation	Jul 6, 2024	Image SegmentationLanguage Modelling	—Unverified
SAM-Med3D-MoE: Towards a Non-Forgetting Segment Anything Model via Mixture of Experts for 3D Medical Image Segmentation	Jul 6, 2024	General KnowledgeImage Segmentation	—Unverified

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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