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 4226–4250 of 5035 papers

Title	Date	Tasks	Status
Grsnet: gated residual supervision network for pixel-wise building segmentation in remote sensing imagery	Sep 23, 2022	Image SegmentationSegmentation Of Remote Sensing Imagery	—Unverified
Guess What Moves: Unsupervised Video and Image Segmentation by Anticipating Motion	May 16, 2022	Image SegmentationOptical Flow Estimation	—Unverified
Guided interactive image segmentation using machine learning and color based data set clustering	May 15, 2020	BIG-bench Machine LearningClustering	—Unverified
Guided Proofreading of Automatic Segmentations for Connectomics	Apr 4, 2017	Image SegmentationSegmentation	—Unverified
Hand-drawn Symbol Recognition of Surgical Flowsheet Graphs with Deep Image Segmentation	Jun 30, 2020	Image SegmentationSegmentation	—Unverified
Handwritten Devanagari Script Segmentation: A non-linear Fuzzy Approach	Jan 22, 2015	Image SegmentationSegmentation	—Unverified
HARIS: Human-Like Attention for Reference Image Segmentation	May 17, 2024	Image Segmentationparameter-efficient fine-tuning	—Unverified
Harmonized Spatial and Spectral Learning for Robust and Generalized Medical Image Segmentation	Jan 18, 2024	Cardiac SegmentationImage Segmentation	—Unverified
HartleyMHA: Self-Attention in Frequency Domain for Resolution-Robust and Parameter-Efficient 3D Image Segmentation	Oct 5, 2023	Image SegmentationSemantic Segmentation	—Unverified
Harvesting Information from Captions for Weakly Supervised Semantic Segmentation	May 16, 2019	Image CaptioningImage Segmentation	—Unverified
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation	May 8, 2024	Image SegmentationMamba	—Unverified
HCS-TNAS: Hybrid Constraint-driven Semi-supervised Transformer-NAS for Ultrasound Image Segmentation	Jul 5, 2024	Contrastive LearningImage Segmentation	—Unverified
HDC: Hierarchical Distillation for Multi-level Noisy Consistency in Semi-Supervised Fetal Ultrasound Segmentation	Apr 14, 2025	AnatomyImage Segmentation	—Unverified
Health Digital Twins Supported by Artificial Intelligence-based Algorithms and Extended Reality in Cardiology	Jan 25, 2024	AnatomyEthics	—Unverified
Heatmap-based Vanishing Point boosts Lane Detection	Jul 30, 2020	Autonomous DrivingImage Segmentation	—Unverified
Heed the Noise in Performance Evaluations in Neural Architecture Search	Feb 4, 2022	Combinatorial OptimizationEvolutionary Algorithms	—Unverified
H-EMD: A Hierarchical Earth Mover's Distance Method for Instance Segmentation	Jun 2, 2022	Image SegmentationInstance Segmentation	—Unverified
Here Comes the Explanation: A Shapley Perspective on Multi-contrast Medical Image Segmentation	Apr 6, 2025	Brain Tumor SegmentationImage Segmentation	—Unverified
Heterogeneous Feature Distillation Network for SAR Image Semantic Segmentation	Oct 17, 2022	Image SegmentationSegmentation	—Unverified
hidden markov random fields and cuckoo search method for medical image segmentation	May 19, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Hierarchical Attention Networks for Medical Image Segmentation	Nov 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified
Hierarchical Modeling of Multidimensional Data in Regularly Decomposed Spaces: Synthesis and Perspective	Jan 13, 2020	DescriptiveImage Segmentation	—Unverified
Hierarchical Piecewise-Constant Super-regions	May 19, 2016	DenoisingForm	—Unverified
Hierarchical pixel clustering for image segmentation	Jan 23, 2014	ClusteringImage Segmentation	—Unverified
Hierarchical Random Walker Segmentation for Large Volumetric Biomedical Images	Mar 17, 2021	Image SegmentationInteractive 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