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 1126–1150 of 5035 papers

Title	Date	Tasks	Status	Hype
Universal Semantic Segmentation for Fisheye Urban Driving Images	Jan 31, 2020	Autonomous DrivingImage Segmentation	CodeCode Available	1
OPFython: A Python-Inspired Optimum-Path Forest Classifier	Jan 28, 2020	DiversityGeneral Classification	CodeCode Available	1
Medical Image Segmentation via Unsupervised Convolutional Neural Network	Jan 28, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion Segmentation	Jan 24, 2020	Image SegmentationLesion Segmentation	CodeCode Available	1
SAUNet: Shape Attentive U-Net for Interpretable Medical Image Segmentation	Jan 21, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Image Segmentation Using Deep Learning: A Survey	Jan 15, 2020	DecoderDeep Learning	CodeCode Available	1
A context based deep learning approach for unbalanced medical image segmentation	Jan 8, 2020	Deep LearningImage Segmentation	CodeCode Available	1
Unpaired Multi-modal Segmentation via Knowledge Distillation	Jan 6, 2020	Image SegmentationKnowledge Distillation	CodeCode Available	1
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction	Jan 1, 2020	Image SegmentationOrgan Segmentation	CodeCode Available	1
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and Analysis	Jan 1, 2020	Image SegmentationLesion Detection	CodeCode Available	1
Automated Segmentation of Optical Coherence Tomography Angiography Images: Benchmark Data and Clinically Relevant Metrics	Dec 20, 2019	Image SegmentationSegmentation	CodeCode Available	1
PointRend: Image Segmentation as Rendering	Dec 17, 2019	Image SegmentationInstance Segmentation	CodeCode Available	1
What Else Can Fool Deep Learning? Addressing Color Constancy Errors on Deep Neural Network Performance	Dec 15, 2019	Color ConstancyImage Augmentation	CodeCode Available	1
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation	Dec 11, 2019	Computed Tomography (CT)Decoder	CodeCode Available	1
ResUNet++: An Advanced Architecture for Medical Image Segmentation	Nov 16, 2019	Colorectal Polyps CharacterizationImage Segmentation	CodeCode Available	1
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation	Nov 5, 2019	AllData Augmentation	CodeCode Available	1
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep Staging	Oct 24, 2019	Deep LearningEEG	CodeCode Available	1
3D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation	Sep 4, 2019	image-classificationImage Classification	CodeCode Available	1
Bi-Directional ConvLSTM U-Net with Densley Connected Convolutions	Aug 31, 2019	Image SegmentationLesion Segmentation	CodeCode Available	1
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentation	Jul 25, 2019	Image SegmentationSegmentation	CodeCode Available	1
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation	Jul 16, 2019	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
Separable Convolutional LSTMs for Faster Video Segmentation	Jul 16, 2019	GPUImage Segmentation	CodeCode Available	1
Deep Active Learning for Axon-Myelin Segmentation on Histology Data	Jul 11, 2019	Active LearningAnatomy	CodeCode Available	1
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1
Topology-Preserving Deep Image Segmentation	Jun 12, 2019	Image SegmentationSegmentation	CodeCode Available	1

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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