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 4251–4275 of 5035 papers

Title	Date	Tasks	Status	Hype
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning	Dec 26, 2018	image-classificationImage Classification	CodeCode Available	1
Holistic Decomposition Convolution for Effective Semantic Segmentation of 3D MR Images	Dec 24, 2018	GPUImage Segmentation	—Unverified	0
The algorithm of formation of a training set for an artificial neural network for image segmentation	Dec 22, 2018	Image SegmentationSegmentation	—Unverified	0
Unsupervised Meta-learning of Figure-Ground Segmentation via Imitating Visual Effects	Dec 20, 2018	Image GenerationImage Segmentation	CodeCode Available	0
Fast and Accurate 3D Medical Image Segmentation with Data-swapping Method	Dec 19, 2018	CPUGPU	—Unverified	0
SwipeCut: Interactive Segmentation with Diversified Seed Proposals	Dec 18, 2018	DiversityImage Segmentation	—Unverified	0
OCTID: Optical Coherence Tomography Image Database	Dec 17, 2018	Image SegmentationSegmentation	—Unverified	0
Weakly Supervised Instance Segmentation Using Hybrid Network	Dec 12, 2018	Image SegmentationInstance Segmentation	—Unverified	0
Image Segmentation Based on Multiscale Fast Spectral Clustering	Dec 12, 2018	ClusteringImage Segmentation	—Unverified	0
Non-local U-Net for Biomedical Image Segmentation	Dec 10, 2018	Brain Image SegmentationDecoder	CodeCode Available	1
A New Ensemble Learning Framework for 3D Biomedical Image Segmentation	Dec 10, 2018	3D Medical Imaging SegmentationEnsemble Learning	CodeCode Available	0
A High-Order Scheme for Image Segmentation via a modified Level-Set method	Dec 7, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
Graph Cut Segmentation Methods Revisited with a Quantum Algorithm	Dec 7, 2018	Image SegmentationSegmentation	—Unverified	0
Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss	Dec 6, 2018	AnatomyImage Segmentation	—Unverified	0
Interactive Full Image Segmentation by Considering All Regions Jointly	Dec 5, 2018	AllImage Segmentation	—Unverified	0
Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking	Dec 5, 2018	Deep LearningImage Registration	—Unverified	0
Brain Segmentation from k-space with End-to-end Recurrent Attention Network	Dec 5, 2018	Brain Image SegmentationBrain Segmentation	—Unverified	0
Elastic Boundary Projection for 3D Medical Image Segmentation	Dec 3, 2018	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0
Automated Segmentation of Cervical Nuclei in Pap Smear Images using Deformable Multi-path Ensemble Model	Dec 3, 2018	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SUSAN: Segment Unannotated image Structure using Adversarial Network	Dec 3, 2018	Generative Adversarial NetworkImage Segmentation	—Unverified	0
XNet: A convolutional neural network (CNN) implementation for medical X-Ray image segmentation suitable for small datasets	Dec 3, 2018	ClusteringImage Enhancement	CodeCode Available	0
Brain Tumor Segmentation using an Ensemble of 3D U-Nets and Overall Survival Prediction using Radiomic Features	Dec 3, 2018	Brain SegmentationBrain Tumor Segmentation	—Unverified	0
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation	Dec 2, 2018	DecoderImage Segmentation	—Unverified	0
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors	Dec 2, 2018	Image DehazingImage Segmentation	CodeCode Available	0
On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent	Nov 30, 2018	image-classificationImage Classification	—Unverified	0

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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