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 2401–2425 of 5035 papers

Title	Date	Tasks	Status
Fast Barcode Retrieval for Consensus Contouring	Sep 28, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Fast and Exact: ADMM-Based Discriminative Shape Segmentation with Loopy Part Models	Jun 1, 2014	Image SegmentationMedical Image Segmentation	—Unverified
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method	Dec 19, 2018	CPUGPU	—Unverified
Application of the Ring Theory in the Segmentation of Digital Images	Feb 17, 2014	Abstract AlgebraImage Segmentation	—Unverified
Fashioning with Networks: Neural Style Transfer to Design Clothes	Jul 31, 2017	Image Segmentationobject-detection	—Unverified
FAN-Unet: Enhancing Unet with vision Fourier Analysis Block for Biomedical Image Segmentation	Nov 28, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Classroom Slide Narration System	Jan 21, 2022	Image SegmentationOptical Character Recognition	—Unverified
Application of Superpixels to Segment Several Landmarks in Running Rodents	Apr 7, 2018	Image SegmentationSegmentation	—Unverified
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified
A Comprehensive Review of Image Analysis Methods for Microorganism Counting: From Classical Image Processing to Deep Learning Approaches	Mar 25, 2021	Articlesimage-classification	—Unverified
3D Randomized Connection Network with Graph-based Label Inference	Nov 11, 2017	Deep LearningImage Segmentation	—Unverified
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images	Apr 9, 2019	ClusteringImage Segmentation	—Unverified
Distribution-Aware Replay for Continual MRI Segmentation	Jul 30, 2024	Continual LearningHippocampus	—Unverified
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks	May 3, 2024	FairnessImage Segmentation	—Unverified
Fair Federated Medical Image Segmentation via Client Contribution Estimation	Mar 29, 2023	FairnessFederated Learning	—Unverified
Class Balanced PixelNet for Neurological Image Segmentation	Apr 23, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
Application of Graph Based Features in Computer Aided Diagnosis for Histopathological Image Classification of Gastric Cancer	May 17, 2022	Histopathological Image Classificationimage-classification	—Unverified
Class-Aware Adversarial Transformers for Medical Image Segmentation	Jan 26, 2022	Image SegmentationMedical Image Analysis	—Unverified
Factorized Diffusion Architectures for Unsupervised Image Generation and Segmentation	Sep 27, 2023	DenoisingImage Generation	—Unverified
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation	Jun 10, 2022	Computed Tomography (CT)Contrastive Learning	—Unverified
Application of deep learning to camera trap data for ecologists in planning / engineering -- Can captivity imagery train a model which generalises to the wild?	Nov 24, 2021	image-classificationImage Classification	—Unverified
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding	Dec 9, 2015	Edge DetectionImage Segmentation	—Unverified
Face Mask Extraction in Video Sequence	Jul 24, 2018	Image SegmentationSegmentation	—Unverified
Face Identification with Second-Order Pooling	Jun 26, 2014	Face IdentificationFace Recognition	—Unverified
Facade Segmentation in the Wild	May 9, 2018	Image SegmentationSegmentation	—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