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

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Showing 1501–1525 of 5035 papers

Title	Date	Tasks	Status
Adversarial Consistency for Single Domain Generalization in Medical Image Segmentation	Jun 28, 2022	Contrastive LearningDomain Generalization	—Unverified
Fashioning with Networks: Neural Style Transfer to Design Clothes	Jul 31, 2017	Image Segmentationobject-detection	—Unverified
Candidate Constrained CRFs for Loss-Aware Structured Prediction	Dec 10, 2014	Image SegmentationPrediction	—Unverified
Can a single image processing algorithm work equally well across all phases of DCE-MRI?	Jun 22, 2023	AllImage Registration	—Unverified
Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation	May 25, 2021	Adversarial AttackData Augmentation	—Unverified
CAN3D: Fast 3D Medical Image Segmentation via Compact Context Aggregation	Sep 12, 2021	DiagnosticImage Segmentation	—Unverified
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images	Mar 17, 2020	Image SegmentationLiver Segmentation	—Unverified
FAN-Unet: Enhancing Unet with vision Fourier Analysis Block for Biomedical Image Segmentation	Nov 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method	Dec 19, 2018	CPUGPU	—Unverified
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models	Jun 1, 2014	Image SegmentationMedical Image Segmentation	—Unverified
CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models	Dec 26, 2024	Image SegmentationSegmentation	—Unverified
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation	Apr 12, 2024	DecoderImage Segmentation	—Unverified
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results	May 13, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder	Jun 15, 2023	Image SegmentationMedical Image 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
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation	May 25, 2024	Contrastive LearningImage Segmentation	—Unverified
Calibrated Surrogate Maximization of Linear-fractional Utility in Binary Classification	May 29, 2019	Binary ClassificationClassification	—Unverified
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image	May 27, 2022	Computed Tomography (CT)Deep Learning	—Unverified
CAggNet: Crossing Aggregation Network for Medical Image Segmentation	Apr 16, 2020	Image SegmentationMedical Image Analysis	—Unverified
CaDIS: Cataract Dataset for Image Segmentation	Jun 27, 2019	2D Semantic Segmentation task 1 (8 classes)2D Semantic Segmentation task 2 (17 classes)	—Unverified
Annotation-free Audio-Visual Segmentation	May 18, 2023	Image SegmentationSegmentation	—Unverified
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation	Mar 30, 2025	cross-modal alignmentImage Segmentation	—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
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation	Oct 27, 2023	DenoisingDomain Adaptation	—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