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 2026–2050 of 5035 papers

Title	Date	Tasks	Status
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model	Jun 12, 2024	Change DetectionImage Segmentation	—Unverified
Image Reconstruction Using Deep Learning	Sep 27, 2018	Deep LearningDenoising	—Unverified
Conformal confidence sets for biomedical image segmentation	Oct 4, 2024	Image SegmentationSemantic Segmentation	—Unverified
Generalization Capabilities of Neural Cellular Automata for Medical Image Segmentation: A Robust and Lightweight Approach	Aug 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation	Mar 5, 2022	Compressive SensingImage Segmentation	—Unverified
Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension	Oct 2, 2024	Image SegmentationLarge Language Model	—Unverified
A Network Structure to Explicitly Reduce Confusion Errors in Semantic Segmentation	Aug 1, 2018	Image Segmentationobject-detection	—Unverified
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling	Dec 23, 2019	Image SegmentationSemantic Segmentation	—Unverified
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified
Generating Discriminative Object Proposals via Submodular Ranking	Feb 11, 2016	DiversityImage Segmentation	—Unverified
IEOPF: An Active Contour Model for Image Segmentation with Inhomogeneities Estimated by Orthogonal Primary Functions	Dec 5, 2017	ARCClustering	—Unverified
Generation of annotated multimodal ground truth datasets for abdominal medical image registration	Dec 2, 2020	Computed Tomography (CT)Image Registration	—Unverified
Generative adversarial network for segmentation of motion affected neonatal brain MRI	Jun 11, 2019	Generative Adversarial NetworkImage Reconstruction	—Unverified
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning	Mar 18, 2025	DecoderDiversity	—Unverified
An Estimation Method of Measuring Image Quality for Compressed Images of Human Face	Feb 6, 2014	Image CompressionImage Segmentation	—Unverified
Domain Adaptation on Semantic Segmentation for Aerial Images	Dec 3, 2020	Domain AdaptationImage Segmentation	—Unverified
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation	Feb 9, 2018	General ClassificationImage Segmentation	—Unverified
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition	May 20, 2025	Conformal PredictionImage Segmentation	—Unverified
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation	Jun 7, 2023	Computed Tomography (CT)Contrastive Learning	—Unverified
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation	Jan 4, 2019	DecoderImage Segmentation	—Unverified
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation	Mar 19, 2022	Domain AdaptationImage Segmentation	—Unverified
Domain Adaptation for Visual Applications: A Comprehensive Survey	Feb 17, 2017	Domain AdaptationImage Categorization	—Unverified
An Error Detection and Correction Framework for Connectomics	Aug 8, 2017	3D ReconstructionImage Segmentation	—Unverified
A Digital Fuzzy Edge Detector for Color Images	Jan 12, 2017	Edge DetectionImage Segmentation	—Unverified
Boosting Medical Image Classification with Segmentation Foundation Model	Jun 16, 2024	Classificationimage-classification	—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