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 1726–1750 of 5035 papers

Title	Date	Tasks	Status
Evidential Calibrated Uncertainty-Guided Interactive Segmentation paradigm for Ultrasound Images	Jan 2, 2025	DiagnosticImage Segmentation	—Unverified
Box-Adapt: Domain-Adaptive Medical Image Segmentation using Bounding BoxSupervision	Aug 19, 2021	Domain AdaptationImage Segmentation	—Unverified
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging	Sep 20, 2021	FairnessImage Reconstruction	—Unverified
GAEI-UNet: Global Attention and Elastic Interaction U-Net for Vessel Image Segmentation	Aug 16, 2023	DiagnosticImage Segmentation	—Unverified
Gated CRF Loss for Weakly Supervised Semantic Image Segmentation	Jun 11, 2019	Image SegmentationSemantic Segmentation	—Unverified
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement	Aug 16, 2020	Boundary DetectionImage Segmentation	—Unverified
Evolving Fuzzy Image Segmentation with Self-Configuration	Apr 23, 2015	feature selectionImage Segmentation	—Unverified
Greenhouse Segmentation on High-Resolution Optical Satellite Imagery using Deep Learning Techniques	Jul 22, 2020	Image SegmentationSegmentation	—Unverified
Exemplar-Based Face Parsing	Jun 1, 2013	Face AlignmentFace Parsing	—Unverified
Hierarchical Attention Networks for Medical Image Segmentation	Nov 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation	Jul 13, 2020	Cardiac SegmentationDomain Adaptation	—Unverified
Explainability Tools Enabling Deep Learning in Future In-Situ Real-Time Planetary Explorations	Jan 15, 2022	Image SegmentationObject Recognition	—Unverified
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey	May 2, 2024	image-classificationImage Classification	—Unverified
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation	Nov 22, 2024	Domain GeneralizationImage Segmentation	—Unverified
Explainable Binary Classification of Separable Shape Ensembles	Oct 16, 2024	Binary ClassificationClassification	—Unverified
A New Validity Index for Fuzzy-Possibilistic C-Means Clustering	May 19, 2020	ClusteringImage Segmentation	—Unverified
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation	Dec 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified
FunduSAM: A Specialized Deep Learning Model for Enhanced Optic Disc and Cup Segmentation in Fundus Images	Feb 10, 2025	Image SegmentationSegmentation	—Unverified
Explanations of Classifiers Enhance Medical Image Segmentation via End-to-end Pre-training	Jan 16, 2024	image-classificationImage Classification	—Unverified
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets	Nov 10, 2021	Image AugmentationImage Segmentation	—Unverified
Explicit topological priors for deep-learning based image segmentation using persistent homology	Jan 29, 2019	Image SegmentationLeft Ventricle Segmentation	—Unverified
Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data	Mar 7, 2019	Bladder SegmentationData Augmentation	—Unverified
Exploiting Clinically Available Delineations for CNN-based Segmentation in Radiotherapy Treatment Planning	Nov 12, 2019	Image SegmentationMedical Image Segmentation	—Unverified
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified
Dual-Space Augmented Intrinsic-LoRA for Wind Turbine Segmentation	Dec 30, 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