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 4976–5000 of 5035 papers

Title	Date	Tasks	Status
PGD-UNet: A Position-Guided Deformable Network for Simultaneous Segmentation of Organs and Tumors	Jul 2, 2020	AnatomyImage Segmentation	—Unverified
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation	Nov 25, 2020	Image SegmentationMedical Image Segmentation	—Unverified
Phase Collaborative Network for Two-Phase Medical Image Segmentation	Nov 28, 2018	Image SegmentationMedical Image Analysis	—Unverified
Photonic Accelerators for Image Segmentation in Autonomous Driving and Defect Detection	Sep 28, 2023	Autonomous DrivingDefect Detection	—Unverified
Pick-and-Learn: Automatic Quality Evaluation for Noisy-Labeled Image Segmentation	Jul 27, 2019	Image SegmentationSegmentation	—Unverified
PICS in Pics: Physics Informed Contour Selection for Rapid Image Segmentation	Nov 13, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PIDformer: Transformer Meets Control Theory	Feb 25, 2024	Image SegmentationLanguage Modeling	—Unverified
Piecewise Flat Embedding for Image Segmentation	Feb 9, 2018	ClusteringContour Detection	—Unverified
PINN-EMFNet: PINN-based and Enhanced Multi-Scale Feature Fusion Network for Breast Ultrasound Images Segmentation	Dec 22, 2024	DecoderImage Segmentation	—Unverified
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module	Nov 14, 2019	3D Object DetectionImage Segmentation	—Unverified
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence	May 13, 2015	Image SegmentationObject Recognition	—Unverified
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Spatial Priors	Jun 1, 2013	Image SegmentationObject Recognition	—Unverified
Pitfalls of topology-aware image segmentation	Dec 19, 2024	BenchmarkingImage Segmentation	—Unverified
Pixel-Level Clustering Network for Unsupervised Image Segmentation	Oct 24, 2023	Autonomous DrivingClustering	—Unverified
Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks	Nov 1, 2018	Data AugmentationImage Segmentation	—Unverified
Pixel Objectness: Learning to Segment Generic Objects Automatically in Images and Videos	Aug 11, 2018	Foreground SegmentationImage Retargeting	—Unverified
Pixel Relationships-based Regularizer for Retinal Vessel Image Segmentation	Dec 28, 2022	Image SegmentationSemantic Segmentation	—Unverified
Pixel-wise Modulated Dice Loss for Medical Image Segmentation	Jun 17, 2025	Image SegmentationMedical Image Segmentation	—Unverified
Planar Ultrametric Rounding for Image Segmentation	Jul 9, 2015	ClusteringImage Segmentation	—Unverified
Planar Ultrametrics for Image Segmentation	Dec 1, 2015	ClusteringImage Segmentation	—Unverified
Planecell: Representing the 3D Space with Planes	Mar 30, 2017	Image SegmentationSemantic Segmentation	—Unverified
Plant Doctor: A hybrid machine learning and image segmentation software to quantify plant damage in video footage	Jul 3, 2024	Computational EfficiencyDiagnostic	—Unverified
Improving segmentation of calcified and non-calcified plaques on CCTA-CPR scans via masking of the artery wall	Jan 25, 2022	Image SegmentationSegmentation	—Unverified
PlateSegFL: A Privacy-Preserving License Plate Detection Using Federated Segmentation Learning	Apr 7, 2024	Federated LearningImage Segmentation	—Unverified
Play and Learn: Using Video Games to Train Computer Vision Models	Aug 5, 2016	Depth EstimationDomain Adaptation	—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