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 1426–1450 of 5035 papers

Title	Date	Tasks	Status
A comparative study of semi- and self-supervised semantic segmentation of biomedical microscopy data	Nov 11, 2020	image-classificationImage Classification	—Unverified
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey	Jan 13, 2020	Image SegmentationInstance Segmentation	—Unverified
Exemplar-Based Face Parsing	Jun 1, 2013	Face AlignmentFace Parsing	—Unverified
A parameterless scale-space approach to find meaningful modes in histograms - Application to image and spectrum segmentation	Jan 13, 2014	ClusteringImage Segmentation	—Unverified
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation	Oct 23, 2018	Active LearningImage Segmentation	—Unverified
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images	Nov 10, 2023	Image SegmentationMedical Image Segmentation	—Unverified
A Parallel Framework for Parametric Maximum Flow Problems in Image Segmentation	Sep 20, 2015	GPUImage Segmentation	—Unverified
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation	Jul 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Cell segmentation with random ferns and graph-cuts	Feb 17, 2016	Cell SegmentationImage Segmentation	—Unverified
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage Segmentation	—Unverified
AoP-SAM: Automation of Prompts for Efficient Segmentation	May 17, 2025	Image SegmentationPrompt Engineering	—Unverified
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models	Mar 30, 2025	Image SegmentationLanguage Modeling	—Unverified
Exemplar Learning for Medical Image Segmentation	Apr 3, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Explainable Binary Classification of Separable Shape Ensembles	Oct 16, 2024	Binary ClassificationClassification	—Unverified
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line	Mar 23, 2022	Cell SegmentationImage Segmentation	—Unverified
A dynamic interactive learning framework for automated 3D medical image segmentation	Dec 11, 2023	Image RegistrationImage Segmentation	—Unverified
A Comparative Tutorial of the Histogram-based Image Segmentation Methods	Feb 23, 2025	Image SegmentationSegmentation	—Unverified
Cell image segmentation by Feature Random Enhancement Module	Jan 20, 2021	Image SegmentationSegmentation	—Unverified
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion	Mar 3, 2024	Edge DetectionImage Segmentation	—Unverified
Event management for large scale event-driven digital hardware spiking neural networks	Apr 2, 2013	Image SegmentationManagement	—Unverified
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation	Oct 27, 2014	Image SegmentationSegmentation	—Unverified
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images	Jun 11, 2017	Computational EfficiencyImage Segmentation	—Unverified
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation	Jul 31, 2024	Image SegmentationNatural Language Understanding	—Unverified
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything	Dec 7, 2023	Anomaly DetectionAstronomy	—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