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 4026–4050 of 5035 papers

Title	Date	Tasks	Status
Extreme Augmentation : Can deep learning based medical image segmentation be trained using a single manually delineated scan?	Oct 3, 2018	Data AugmentationImage Segmentation	—Unverified
ExtremeMETA: High-speed Lightweight Image Segmentation Model by Remodeling Multi-channel Metamaterial Imagers	May 27, 2024	Image SegmentationModel Compression	—Unverified
Facade Segmentation in the Wild	May 9, 2018	Image SegmentationSegmentation	—Unverified
Face Identification with Second-Order Pooling	Jun 26, 2014	Face IdentificationFace Recognition	—Unverified
Face Mask Extraction in Video Sequence	Jul 24, 2018	Image SegmentationSegmentation	—Unverified
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation	Sep 27, 2023	DenoisingImage Generation	—Unverified
Fair Federated Medical Image Segmentation via Client Contribution Estimation	Mar 29, 2023	FairnessFederated Learning	—Unverified
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks	May 3, 2024	FairnessImage Segmentation	—Unverified
FAN-Unet: Enhancing Unet with vision Fourier Analysis Block for Biomedical Image Segmentation	Nov 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Fashioning with Networks: Neural Style Transfer to Design Clothes	Jul 31, 2017	Image Segmentationobject-detection	—Unverified
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method	Dec 19, 2018	CPUGPU	—Unverified
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models	Jun 1, 2014	Image SegmentationMedical Image Segmentation	—Unverified
Fast Barcode Retrieval for Consensus Contouring	Sep 28, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Fast Constraint Propagation for Image Segmentation	Feb 5, 2015	Image SegmentationSegmentation	—Unverified
Fast Edge Detection Using Structured Forests	Jun 20, 2014	Edge DetectionImage Segmentation	—Unverified
Faster Multi-Object Segmentation Using Parallel Quadratic Pseudo-Boolean Optimization	Jan 1, 2021	Image SegmentationSegmentation	—Unverified
Fast image segmentation and restoration using parametric curve evolution with junctions and topology changes	Aug 10, 2013	DenoisingImage Segmentation	—Unverified
Fast Marching Energy CNN	Jun 28, 2023	Image SegmentationSegmentation	—Unverified
Fast probabilistic snake algorithm	Nov 14, 2024	Image SegmentationSemantic Segmentation	—Unverified
Fast Recurrent Fully Convolutional Networks for Direct Perception in Autonomous Driving	Nov 17, 2017	Autonomous DrivingGeneral Classification	—Unverified
Fast Semantic Image Segmentation with High Order Context and Guided Filtering	May 13, 2016	Image SegmentationSemantic Segmentation	—Unverified
Fast Submodular Function Maximization	May 15, 2023	Document SummarizationImage Segmentation	—Unverified
Fast unsupervised Bayesian image segmentation with adaptive spatial regularisation	Feb 5, 2015	ClusteringDenoising	—Unverified
FaultNet: Faulty Rail-Valves Detection using Deep Learning and Computer Vision	Nov 9, 2019	Defect DetectionFault Detection	—Unverified
FBNet: Feature Balance Network for Urban-Scene Segmentation	Nov 5, 2021	Autonomous DrivingImage 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