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 3201–3225 of 5035 papers

Title	Date	Tasks	Status
A Novel Automated Classification and Segmentation for COVID-19 using 3D CT Scans	Aug 4, 2022	ClassificationComputed Tomography (CT)	—Unverified
A Novel CNN-LSTM-based Approach to Predict Urban Expansion	Mar 2, 2021	Image SegmentationSemantic Segmentation	—Unverified
A Novel Convolutional-Free Method for 3D Medical Imaging Segmentation	Feb 8, 2025	3D Medical Imaging SegmentationDomain Adaptation	—Unverified
A Novel Distance-Based Metric for Quality Assessment in Image Segmentation	Mar 28, 2025	Image SegmentationSegmentation	—Unverified
A Novel Domain Adaptation Framework for Medical Image Segmentation	Oct 11, 2018	Domain AdaptationImage Registration	—Unverified
A Novel Extension to Fuzzy Connectivity for Body Composition Analysis: Applications in Thigh, Brain, and Whole Body Tissue Segmentation	Oct 14, 2018	ClusteringImage Segmentation	—Unverified
A Novel Falling-Ball Algorithm for Image Segmentation	May 6, 2021	Edge DetectionImage Segmentation	—Unverified
A novel framework of the fuzzy c-means distances problem based weighted distance	Jul 31, 2019	ClusteringImage Segmentation	—Unverified
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis	Sep 2, 2024	Alzheimer's Disease DetectionBraTS2021	—Unverified
A Novel Mask R-CNN Model to Segment Heterogeneous Brain Tumors through Image Subtraction	Apr 4, 2022	Image SegmentationPneumonia Detection	—Unverified
The Butterfly Effect in Primary Visual Cortex	Apr 15, 2021	Computational EfficiencyImage Segmentation	—Unverified
A Novel Scene Coupling Semantic Mask Network for Remote Sensing Image Segmentation	Jan 22, 2025	Image SegmentationSemantic Segmentation	—Unverified
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging	Mar 7, 2022	Image SegmentationMedical Image Segmentation	—Unverified
An Uncertainty-based Human-in-the-loop System for Industrial Tool Wear Analysis	Jul 14, 2020	Image Segmentationregression	—Unverified
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything	Dec 7, 2023	Anomaly DetectionAstronomy	—Unverified
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation	Oct 27, 2014	Image SegmentationSegmentation	—Unverified
AoP-SAM: Automation of Prompts for Efficient Segmentation	May 17, 2025	Image SegmentationPrompt Engineering	—Unverified
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation	Sep 20, 2015	GPUImage Segmentation	—Unverified
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation	Jan 13, 2014	ClusteringImage Segmentation	—Unverified
A Point in the Right Direction: Vector Prediction for Spatially-aware Self-supervised Volumetric Representation Learning	Nov 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation	May 30, 2024	Data AugmentationImage Segmentation	—Unverified
A post-processing method to improve the white matter hyperintensity segmentation accuracy for randomly-initialized U-net	Jul 21, 2018	Image SegmentationSegmentation	—Unverified
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis	Dec 4, 2024	Image GenerationImage Segmentation	—Unverified
Application of belief functions to medical image segmentation: A review	May 3, 2022	Deep LearningImage Segmentation	—Unverified
Application of DatasetGAN in medical imaging: preliminary studies	Feb 27, 2022	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