Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1201–1225 of 5035 papers

Title	Date	Tasks	Status	Score
Microstructural segmentation using a union of attention guided U-Net models with different color transformed images	Apr 7, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available	5
Microscopy Image Segmentation via Point and Shape Regularized Data Synthesis	Aug 18, 2023	Image SegmentationSegmentation	CodeCode Available	5
Mimic and Fool: A Task Agnostic Adversarial Attack	Jun 11, 2019	Adversarial AttackImage Captioning	CodeCode Available	5
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUs	Jul 31, 2024	DecoderImage Segmentation	CodeCode Available	5
M-GenSeg: Domain Adaptation For Target Modality Tumor Segmentation With Annotation-Efficient Supervision	Dec 14, 2022	Brain Tumor SegmentationDomain Adaptation	CodeCode Available	5
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation	Mar 14, 2025	Image SegmentationLesion Segmentation	CodeCode Available	5
Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations prediction	May 4, 2021	Image SegmentationSemantic Segmentation	CodeCode Available	5
Meta-Learning Initializations for Image Segmentation	Dec 13, 2019	Bayesian OptimizationFew-Shot Image Classification	CodeCode Available	5
A Semi-Automated Usability Evaluation Framework for Interactive Image Segmentation Systems	Sep 1, 2019	Image SegmentationInteractive Segmentation	CodeCode Available	5
Meta-Learners for Few-Shot Weakly-Supervised Medical Image Segmentation	May 11, 2023	image-classificationImage Classification	CodeCode Available	5
MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation	Sep 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	5
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image Segmentation	Oct 3, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	5
Mine yOur owN Anatomy: Revisiting Medical Image Segmentation with Extremely Limited Labels	Sep 27, 2022	AnatomyContrastive Learning	CodeCode Available	5
MELAGE: A purely python based Neuroimaging software (Neonatal)	Sep 12, 2023	Deep LearningImage Segmentation	CodeCode Available	5
Memorizing SAM: 3D Medical Segment Anything Model with Memorizing Transformer	Dec 18, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	5
Comprehensive Multi-Modal Interactions for Referring Image Segmentation	Apr 21, 2021	Image SegmentationReferring Expression Segmentation	CodeCode Available	5
A segmentation method of airway from chest CT image based on Vgg-Unet neural network	Dec 6, 2022	Image SegmentationSegmentation	CodeCode Available	5
Compositional Segmentation of Cardiac Images Leveraging Metadata	Oct 30, 2024	Image SegmentationSegmentation	CodeCode Available	5
Memory-efficient Segmentation of High-resolution Volumetric MicroCT Images	May 31, 2022	GPUImage Segmentation	CodeCode Available	5
Competing for pixels: a self-play algorithm for weakly-supervised segmentation	May 26, 2024	Binary ClassificationImage Segmentation	CodeCode Available	5
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis	Sep 7, 2024	Data AugmentationDomain Generalization	CodeCode Available	5
Medical Image Segmentation Using Deep Learning: A Survey	Sep 28, 2020	Data AugmentationDeep Learning	CodeCode Available	5
Medical Image Segmentation Using Directional Window Attention	Jun 25, 2024	Cell SegmentationDiagnostic	CodeCode Available	5
MedAI: Transparency in Medical Image Segmentation	Nov 1, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	5
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image Segmentation	Mar 28, 2025	AnatomyClustering	CodeCode Available	5

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified