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 2951–2975 of 5035 papers

Title	Date	Tasks	Status
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
PL-Net: Progressive Learning Network for Medical Image Segmentation	Oct 27, 2021	Image SegmentationMedical Image Analysis	—Unverified
PLU-Net: Extraction of multi-scale feature fusion	Feb 23, 2023	Image SegmentationMedical Image Segmentation	—Unverified
PlutoNet: An Efficient Polyp Segmentation Network with Modified Partial Decoder and Decoder Consistency Training	Apr 6, 2022	DecoderImage Segmentation	—Unverified
PMR-Net: Parallel Multi-Resolution Encoder-Decoder Network Framework for Medical Image Segmentation	Sep 19, 2024	DecoderImage Segmentation	—Unverified
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax	Dec 16, 2019	Deep LearningImage Segmentation	—Unverified
PNM: Pixel Null Model for General Image Segmentation	Mar 13, 2022	Image Segmentationmodel	—Unverified
Point Cloud Upsampling as Statistical Shape Model for Pelvic	Jan 28, 2025	Image SegmentationMedical Image Analysis	—Unverified
Points2Polygons: Context-Based Segmentation from Weak Labels Using Adversarial Networks	Jun 5, 2021	Image SegmentationMetric Learning	—Unverified
Point-wise Map Recovery and Refinement from Functional Correspondence	Jun 18, 2015	Image SegmentationSemantic Segmentation	—Unverified
Poisoning the Search Space in Neural Architecture Search	Jun 28, 2021	Autonomous DrivingImage Segmentation	—Unverified
PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning	Aug 26, 2021	Few-Shot Semantic SegmentationImage Segmentation	—Unverified
Polarimetric SAR Image Semantic Segmentation with 3D Discrete Wavelet Transform and Markov Random Field	Aug 5, 2020	Image SegmentationSegmentation	—Unverified
POPCORN: Progressive Pseudo-labeling with Consistency Regularization and Neighboring	Sep 13, 2021	Image SegmentationLesion Segmentation	—Unverified
Portrait Segmentation Using Ensemble of Heterogeneous Deep-Learning Models	Feb 23, 2021	Autonomous VehiclesDeep Learning	—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