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 1376–1400 of 5035 papers

Title	Date	Tasks	Status
A Comprehensive Review of Modern Object Segmentation Approaches	Jan 13, 2023	Image SegmentationObject	—Unverified
ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation	Feb 8, 2024	Image SegmentationSemantic Segmentation	—Unverified
Clicks2Line: Using Lines for Interactive Image Segmentation	Apr 29, 2024	Image SegmentationInteractive Segmentation	—Unverified
A Principled Deep Random Field Model for Image Segmentation	Jun 1, 2013	Image SegmentationSegmentation	—Unverified
Clicking Matters:Towards Interactive Human Parsing	Nov 11, 2021	Human ParsingImage Segmentation	—Unverified
Affinity-Graph-Guided Contractive Learning for Pretext-Free Medical Image Segmentation with Minimal Annotation	Oct 14, 2024	Contrastive LearningImage Segmentation	—Unverified
Ensembling Low Precision Models for Binary Biomedical Image Segmentation	Oct 16, 2020	Image SegmentationLesion 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
Application of the Ring Theory in the Segmentation of Digital Images	Feb 17, 2014	Abstract AlgebraImage 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
Ensemble Learning based on Classifier Prediction Confidence and Comprehensive Learning Particle Swarm Optimisation for polyp localisation	Apr 10, 2021	Ensemble LearningImage Segmentation	—Unverified
Entropy Based Cartoon Texture Separation	May 7, 2014	Image CompressionImage Inpainting	—Unverified
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved Performance	Aug 28, 2023	image-classificationImage Classification	—Unverified
Error Corrective Boosting for Learning Fully Convolutional Networks with Limited Data	May 2, 2017	Brain 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 Balanced PixelNet for Neurological Image Segmentation	Apr 23, 2022	Brain Tumor SegmentationImage Segmentation	—Unverified
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding	Dec 9, 2015	Edge DetectionImage Segmentation	—Unverified
Class-Aware Adversarial Transformers for Medical Image Segmentation	Jan 26, 2022	Image SegmentationMedical Image Analysis	—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
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks	Nov 10, 2023	Data AugmentationImage Segmentation	—Unverified
Application of DatasetGAN in medical imaging: preliminary studies	Feb 27, 2022	Image SegmentationSegmentation	—Unverified
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans	Jul 11, 2014	Computed Tomography (CT)Image Segmentation	—Unverified
Application of belief functions to medical image segmentation: A review	May 3, 2022	Deep LearningImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 56 of 202Next →

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