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 3576–3600 of 5035 papers

Title	Date	Tasks	Status
Computer Stereo Vision for Autonomous Driving	Dec 6, 2020	Autonomous DrivingCPU	—Unverified
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications	Jun 4, 2018	ClusteringEdge Detection	—Unverified
Concealed Object Segmentation with Hierarchical Coherence Modeling	Jan 22, 2024	DecoderImage Segmentation	—Unverified
Concept Mask: Large-Scale Segmentation from Semantic Concepts	Aug 18, 2018	Image SegmentationSegmentation	—Unverified
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation	Apr 5, 2020	Cardiac SegmentationImage Segmentation	—Unverified
Conditional Conformal Risk Adaptation	Apr 10, 2025	Conformal PredictionImage Segmentation	—Unverified
Conditional Random Field and Deep Feature Learning for Hyperspectral Image Segmentation	Nov 13, 2017	Hyperspectral Image SegmentationImage Segmentation	—Unverified
Conditional Segmentation in Lieu of Image Registration	Jun 30, 2019	Image RegistrationImage Segmentation	—Unverified
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation	Nov 29, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Confidence Intervals for Performance Estimates in Brain MRI Segmentation	Jul 20, 2023	Brain Tumor SegmentationHippocampus	—Unverified
Conformal confidence sets for biomedical image segmentation	Oct 4, 2024	Image SegmentationSemantic Segmentation	—Unverified
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images	Oct 25, 2022	DecoderImage Segmentation	—Unverified
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation	Jul 18, 2023	Image SegmentationSemantic Segmentation	—Unverified
Connectivity-Driven Parcellation Methods for the Human Cerebral Cortex	Feb 17, 2018	ClusteringImage Segmentation	—Unverified
Consensus Based Medical Image Segmentation Using Semi-Supervised Learning And Graph Cuts	Dec 7, 2016	Image SegmentationMedical Image Segmentation	—Unverified
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition	May 20, 2025	Conformal PredictionImage Segmentation	—Unverified
Constrained Deep Weak Supervision for Histopathology Image Segmentation	Jan 3, 2017	Image SegmentationMultiple Instance Learning	—Unverified
Constrained Dominant sets and Its applications in computer vision	Feb 12, 2020	ClusteringConstrained Clustering	—Unverified
Constrained Multiview Representation for Self-supervised Contrastive Learning	Feb 5, 2024	Contrastive LearningDisentanglement	—Unverified
Constraints as Features	Jun 1, 2013	ClusteringConstrained Clustering	—Unverified
Context Driven Label Fusion for segmentation of Subcutaneous and Visceral Fat in CT Volumes	Dec 15, 2015	Computed Tomography (CT)Image Segmentation	—Unverified
ContextLoss: Context Information for Topology-Preserving Segmentation	Jun 10, 2025	Image SegmentationSemantic Segmentation	—Unverified
Contextual Hourglass Networks for Segmentation and Density Estimation	Jun 8, 2018	Density EstimationImage Segmentation	—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