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 3051–3075 of 5035 papers

Title	Date	Tasks	Status
A deep-structured fully-connected random field model for structured inference	Dec 20, 2014	Image SegmentationSegmentation	—Unverified
ADEPT: A Noninvasive Method for Determining Elastic Parameters of Valve Tissue	Sep 27, 2024	Image RegistrationImage Segmentation	—Unverified
A Digital Fuzzy Edge Detector for Color Images	Jan 12, 2017	Edge DetectionImage Segmentation	—Unverified
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation	Jan 4, 2019	DecoderImage Segmentation	—Unverified
A Divide-and-Conquer Approach towards Understanding Deep Networks	Jul 14, 2019	Image SegmentationMedical Image Segmentation	—Unverified
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation	May 11, 2024	Data AugmentationDomain Adaptation	—Unverified
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks	Jul 11, 2025	image-classificationImage Classification	—Unverified
ADNP-15: An Open-Source Histopathological Dataset for Neuritic Plaque Segmentation in Human Brain Whole Slide Images with Frequency Domain Image Enhancement for Stain Normalization	May 8, 2025	Image EnhancementImage Segmentation	—Unverified
ADS_UNet: A Nested UNet for Histopathology Image Segmentation	Apr 10, 2023	DecoderGPU	—Unverified
A Dual-fusion Semantic Segmentation Framework With GAN For SAR Images	Jun 2, 2022	Image SegmentationSegmentation	—Unverified
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression	Dec 13, 2023	Action DetectionActivity Detection	—Unverified
Advancements in Feature Extraction Recognition of Medical Imaging Systems Through Deep Learning Technique	May 23, 2024	Image SegmentationSemantic Segmentation	—Unverified
Focus U-Net: A novel dual attention-gated CNN for polyp segmentation during colonoscopy	May 16, 2021	Image SegmentationSemantic Segmentation	—Unverified
Advancing 3D Medical Image Segmentation: Unleashing the Potential of Planarian Neural Networks in Artificial Intelligence	May 7, 2025	Data AugmentationHippocampus	—Unverified
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision	Jan 13, 2021	Diagnosticimage-classification	—Unverified
A Systematic Review of Low-Rank and Local Low-Rank Matrix Approximation in Big Data Medical Imaging	Feb 21, 2024	Bayesian OptimizationImage Segmentation	—Unverified
Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images	May 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder	Jun 15, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation	May 25, 2021	Adversarial AttackData Augmentation	—Unverified
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation	Jun 28, 2022	Contrastive LearningDomain Generalization	—Unverified
Adversarial Examples for Semantic Image Segmentation	Mar 3, 2017	BIG-bench Machine LearningGeneral Classification	—Unverified
Adversarial Mutual Leakage Network for Cell Image Segmentation	Mar 20, 2022	Image SegmentationSegmentation	—Unverified
Adversarial normalization for multi domain image segmentation	Dec 2, 2019	Image SegmentationSegmentation	—Unverified
Adversarial training and dilated convolutions for brain MRI segmentation	Jul 11, 2017	Image SegmentationMedical Image Analysis	—Unverified
A Dynamically Weighted Loss Function for Unsupervised Image Segmentation	Mar 17, 2024	Image SegmentationSegmentation	—Unverified

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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