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 2101–2125 of 5035 papers

Title	Date	Tasks	Status
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation	Jul 18, 2023	Image SegmentationSemantic Segmentation	—Unverified
Generating Discriminative Object Proposals via Submodular Ranking	Feb 11, 2016	DiversityImage Segmentation	—Unverified
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images	Oct 25, 2022	DecoderImage Segmentation	—Unverified
A Sparse Graph Formulation for Efficient Spectral Image Segmentation	Jun 22, 2023	Image SegmentationSegmentation	—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
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer	Jan 11, 2021	Image SegmentationMedical Image Analysis	—Unverified
A sparse annotation strategy based on attention-guided active learning for 3D medical image segmentation	Jun 18, 2019	Active LearningImage Segmentation	—Unverified
A Hybrid Spatial-temporal Deep Learning Architecture for Lane Detection	Oct 5, 2021	DecoderDeep Learning	—Unverified
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers	Dec 19, 2023	DenoisingImage 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
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints	Mar 1, 2025	Image SegmentationSemantic Segmentation	—Unverified
Conformal confidence sets for biomedical image segmentation	Oct 4, 2024	Image SegmentationSemantic Segmentation	—Unverified
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model	Jun 12, 2024	Change DetectionImage Segmentation	—Unverified
Confidence Intervals for Performance Estimates in Brain MRI Segmentation	Jul 20, 2023	Brain Tumor SegmentationHippocampus	—Unverified
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation	Aug 3, 2020	Data AugmentationImage Segmentation	—Unverified
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation	Dec 13, 2023	General KnowledgeImage Segmentation	—Unverified
A Hybrid mmWave and Camera System for Long-Range Depth Imaging	Jun 15, 2021	Depth EstimationImage Segmentation	—Unverified
GenColor: Generative Color-Concept Association in Visual Design	Mar 5, 2025	Image SegmentationSemantic Segmentation	—Unverified
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation	May 2, 2025	Computational EfficiencyImage Segmentation	—Unverified
Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation	Nov 29, 2019	Image SegmentationMedical Image Segmentation	—Unverified
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset	Mar 11, 2024	Binary ClassificationClassification	—Unverified
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels	Sep 16, 2023	AttributeContrastive Learning	—Unverified
Conditional Segmentation in Lieu of Image Registration	Jun 30, 2019	Image RegistrationImage Segmentation	—Unverified
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis	Nov 2, 2020	Generative Adversarial NetworkImage 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