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 4276–4300 of 5035 papers

Title	Date	Tasks	Status
Horizontal Federated Computer Vision	Dec 31, 2023	Image Segmentationobject-detection	—Unverified
HoughToRadon Transform: New Neural Network Layer for Features Improvement in Projection Space	Feb 5, 2024	Image SegmentationSegmentation	—Unverified
How Can CNNs Use Image Position for Segmentation?	May 7, 2020	Image SegmentationMedical Image Segmentation	—Unverified
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning	Dec 9, 2024	BenchmarkingEarth Observation	—Unverified
Uncertainty categories in medical image segmentation: a study of source-related diversity	Mar 1, 2022	DiversityImage Segmentation	—Unverified
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation	Jul 26, 2024	Cardiac SegmentationImage Segmentation	—Unverified
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation	Aug 14, 2023	Image SegmentationMedical Image Segmentation	—Unverified
How precise are performance estimates for typical medical image segmentation tasks?	Oct 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified
How Well Can Vision Language Models See Image Details?	Aug 7, 2024	Decision MakingImage Segmentation	—Unverified
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation	Dec 16, 2024	AnatomyComputed Tomography (CT)	—Unverified
HRFNet: High-Resolution Forgery Network for Localizing Satellite Image Manipulation	Jul 20, 2023	Image ManipulationImage Segmentation	—Unverified
HSI-Drive v2.0: More Data for New Challenges in Scene Understanding for Autonomous Driving	Nov 26, 2024	Autonomous DrivingImage Segmentation	—Unverified
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation	Apr 10, 2023	Image SegmentationLesion Segmentation	—Unverified
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks	May 14, 2018	Autonomous DrivingCloud Computing	—Unverified
Human Perception-based Evaluation Criterion for Ultra-high Resolution Cell Membrane Segmentation	Oct 16, 2020	Image SegmentationSegmentation	—Unverified
Hybrid Dense-UNet201 Optimization for Pap Smear Image Segmentation Using Spider Monkey Optimization	Apr 17, 2025	Cell SegmentationImage Segmentation	—Unverified
Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation	Dec 3, 2021	Image SegmentationInstance Segmentation	—Unverified
Hybridization of Otsu Method and Median Filter for Color Image Segmentation	May 5, 2013	Image SegmentationSegmentation	—Unverified
HybridNetSeg: A Compact Hybrid Network for Retinal Vessel Segmentation	Nov 22, 2019	Image SegmentationRetinal Vessel Segmentation	—Unverified
Hybrid Whale-Mud-Ring Optimization for Precise Color Skin Cancer Image Segmentation	Nov 22, 2023	Image SegmentationSemantic Segmentation	—Unverified
Hyperbolic Learning with Multimodal Large Language Models	Aug 9, 2024	Active LearningImage Segmentation	—Unverified
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet	Dec 20, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field	Mar 4, 2019	General ClassificationHyperspectral Image Classification	—Unverified
Hyperspectral Image Segmentation based on Graph Processing over Multilayer Networks	Nov 29, 2021	ClusteringHyperspectral Image Segmentation	—Unverified
Hyperspectral image segmentation with a machine learning model trained using quantum annealer	Mar 3, 2025	Hyperspectral Image SegmentationImage 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