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 1076–1100 of 5035 papers

Title	Date	Tasks	Status	Hype
Scribble-based Domain Adaptation via Co-segmentation	Jul 7, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
An Elastic Interaction-Based Loss Function for Medical Image Segmentation	Jul 6, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Anatomical Data Augmentation via Fluid-based Image Registration	Jul 5, 2020	Data AugmentationImage Augmentation	CodeCode Available	1
Learning to Segment from Scribbles using Multi-scale Adversarial Attention Gates	Jul 2, 2020	Deep AttentionImage Segmentation	CodeCode Available	1
Robust Semantic Segmentation in Adverse Weather Conditions by means of Fast Video-Sequence Segmentation	Jul 1, 2020	Image SegmentationSegmentation	CodeCode Available	1
Generalisable 3D Fabric Architecture for Streamlined Universal Multi-Dataset Medical Image Segmentation	Jun 28, 2020	AnatomyImage Segmentation	CodeCode Available	1
A survey of loss functions for semantic segmentation	Jun 26, 2020	Image SegmentationSegmentation	CodeCode Available	1
Affinity Fusion Graph-based Framework for Natural Image Segmentation	Jun 24, 2020	ClusteringImage Segmentation	CodeCode Available	1
Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net	Jun 24, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
Realistic Adversarial Data Augmentation for MR Image Segmentation	Jun 23, 2020	Data AugmentationImage Segmentation	CodeCode Available	1
HookNet: multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images	Jun 22, 2020	DecoderImage Segmentation	CodeCode Available	1
Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition	Jun 20, 2020	Action ClassificationAction Recognition	CodeCode Available	1
Video Semantic Segmentation with Distortion-Aware Feature Correction	Jun 18, 2020	Image SegmentationOptical Flow Estimation	CodeCode Available	1
Contrastive learning of global and local features for medical image segmentation with limited annotations	Jun 18, 2020	Contrastive LearningData Augmentation	CodeCode Available	1
Cardiac Segmentation with Strong Anatomical Guarantees	Jun 15, 2020	Cardiac SegmentationImage Segmentation	CodeCode Available	1
Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty	Jun 10, 2020	Image SegmentationSegmentation	CodeCode Available	1
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations	Jun 8, 2020	AnatomyImage Segmentation	CodeCode Available	1
DoubleU-Net: A Deep Convolutional Neural Network for Medical Image Segmentation	Jun 8, 2020	Cell SegmentationColorectal Polyps Characterization	CodeCode Available	1
Uncertainty quantification in medical image segmentation with normalizing flows	Jun 4, 2020	DiversityImage Segmentation	CodeCode Available	1
A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trial	Jun 1, 2020	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation	May 31, 2020	DecoderImage Segmentation	CodeCode Available	1
Super-BPD: Super Boundary-to-Pixel Direction for Fast Image Segmentation	May 30, 2020	Image SegmentationSegmentation	CodeCode Available	1
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation	May 28, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Traditional Method Inspired Deep Neural Network for Edge Detection	May 28, 2020	Edge DetectionImage Segmentation	CodeCode Available	1
Lung Segmentation from Chest X-rays using Variational Data Imputation	May 20, 2020	Data AugmentationImage Segmentation	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