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 2076–2100 of 5035 papers

Title	Date	Tasks	Status
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation	Apr 28, 2021	Gaussian ProcessesImage Segmentation	—Unverified
Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods	Aug 6, 2024	ArticlesDeep Learning	—Unverified
Image Segmentation of Multi-Shaped Overlapping Objects	Nov 6, 2017	Image SegmentationSemantic Segmentation	—Unverified
PanicleNeRF: low-cost, high-precision in-field phenotypingof rice panicles with smartphone	Aug 4, 2024	3D ReconstructionImage Segmentation	—Unverified
Distributed U-net model and Image Segmentation for Lung Cancer Detection	Feb 20, 2025	CPUFederated Learning	—Unverified
Image segmentation of cross-country scenes captured in IR spectrum	Apr 8, 2016	Autonomous NavigationImage Segmentation	—Unverified
Distributed Submodular Minimization via Block-Wise Updates and Communications	May 31, 2019	Image SegmentationSemantic Segmentation	—Unverified
Distributed Contrastive Learning for Medical Image Segmentation	Aug 7, 2022	Contrastive LearningFederated Learning	—Unverified
An Elastica Geodesic Approach With Convexity Shape Prior	Jan 1, 2021	Image SegmentationSegmentation	—Unverified
Image segmentation of liver stage malaria infection with spatial uncertainty sampling	Nov 30, 2019	Cultural Vocal Bursts Intensity PredictionImage Segmentation	—Unverified
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks	May 2, 2024	Image SegmentationSegmentation	—Unverified
Distilling effective supervision for robust medical image segmentation with noisy labels	Jun 21, 2021	Image SegmentationLearning with noisy labels	—Unverified
Image Segmentation in Twenty Questions	Jun 1, 2015	Image SegmentationSegmentation	—Unverified
An Efficient Polyp Segmentation Network	Mar 8, 2022	Image SegmentationSegmentation	—Unverified
Image Segmentation in Liquid Argon Time Projection Chamber Detector	Feb 27, 2015	Image SegmentationSemantic Segmentation	—Unverified
Disparity Image Segmentation For ADAS	Jun 27, 2018	Image SegmentationSegmentation	—Unverified
Disjunctive Normal Level Set: An Efficient Parametric Implicit Method	Jun 24, 2016	Image SegmentationSegmentation	—Unverified
Bidirectional Uncertainty-Aware Region Learning for Semi-Supervised Medical Image Segmentation	Feb 11, 2025	Image SegmentationMedical Image Segmentation	—Unverified
An Efficient Multi-Scale Fusion Network for 3D Organ at Risk (OAR) Segmentation	Aug 15, 2022	Image SegmentationMedical Image Segmentation	—Unverified
A deep-structured fully-connected random field model for structured inference	Dec 20, 2014	Image SegmentationSegmentation	—Unverified
Image Segmentation Methods for Non-destructive testing Applications	Mar 13, 2021	Image SegmentationSegmentation	—Unverified
Image Segmentation of Zona-Ablated Human Blastocysts	Aug 19, 2020	Image SegmentationSemantic Segmentation	—Unverified
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation	Nov 19, 2020	Few-Shot LearningImage Segmentation	—Unverified
Discriminative Re-ranking of Diverse Segmentations	Jun 1, 2013	Image SegmentationRe-Ranking	—Unverified
A deep level set method for image segmentation	May 17, 2017	Image SegmentationSemantic 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