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 2551–2575 of 5035 papers

Title	Date	Tasks	Status
Deep Learning for Medical Image Segmentation	May 8, 2015	Deep LearningHippocampus	—Unverified
Expert-Adaptive Medical Image Segmentation	Feb 11, 2024	Brain SegmentationImage Segmentation	—Unverified
Deep Learning for Multi-Task Medical Image Segmentation in Multiple Modalities	Apr 11, 2017	Image SegmentationMedical Image Segmentation	—Unverified
Deep Learning for Object Saliency Detection and Image Segmentation	May 5, 2015	Deep LearningGPU	—Unverified
Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems	Jan 11, 2019	Deep LearningImage Segmentation	—Unverified
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations	Jul 11, 2018	Data AugmentationDenoising	—Unverified
Deep Learning in Medical Ultrasound Image Segmentation: a Review	Feb 18, 2020	3D ReconstructionDeep Learning	—Unverified
Deep Learning in Multi-organ Segmentation	Jan 28, 2020	Deep LearningImage Segmentation	—Unverified
Deep Learning Model with GA based Feature Selection and Context Integration	Apr 13, 2022	feature selectionImage Segmentation	—Unverified
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation	Jun 23, 2020	Autonomous VehiclesFew-Shot Learning	—Unverified
Deep Learning Segmentation and Classification of Red Blood Cells Using a Large Multi-Scanner Dataset	Mar 27, 2024	Cell SegmentationDiagnostic	—Unverified
Deep Learning Training Procedure Augmentations	Nov 25, 2022	Adversarial RobustnessDeep Learning	—Unverified
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans	Jan 25, 2018	Image SegmentationSegmentation	—Unverified
Deeply Learning the Messages in Message Passing Inference	Jun 6, 2015	Image SegmentationSemantic Segmentation	—Unverified
Deeply Self-Supervised Contour Embedded Neural Network Applied to Liver Segmentation	Aug 2, 2018	Computed Tomography (CT)Image Segmentation	—Unverified
DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images	Jul 3, 2019	AnatomyDeep Learning	—Unverified
Deep Multi-Magnification Networks for Multi-Class Breast Cancer Image Segmentation	Oct 29, 2019	DecoderImage Segmentation	—Unverified
Deep Multiphase Level Set for Scene Parsing	Oct 8, 2019	Image SegmentationScene Parsing	—Unverified
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation	May 3, 2022	Image SegmentationSegmentation	—Unverified
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy	Aug 25, 2020	Graph Neural NetworkImage Segmentation	—Unverified
Deep Neural Networks Learn Meta-Structures from Noisy Labels in Semantic Segmentation	Mar 22, 2021	image-classificationImage Classification	—Unverified
Deep Neural Patchworks: Coping with Large Segmentation Tasks	Jun 7, 2022	GPUImage Segmentation	—Unverified
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception	Dec 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified
DeepRecon: Joint 2D Cardiac Segmentation and 3D Volume Reconstruction via A Structure-Specific Generative Method	Jun 14, 2022	3D Reconstruction3D Shape Reconstruction	—Unverified
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey	Aug 25, 2021	Deep Reinforcement LearningImage 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