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 4676–4700 of 5035 papers

Title	Date	Tasks	Status	Hype
Scale-constrained Unsupervised Evaluation Method for Multi-scale Image Segmentation	Nov 15, 2016	Image SegmentationSegmentation	CodeCode Available	0
MCMC Shape Sampling for Image Segmentation with Nonparametric Shape Priors	Nov 11, 2016	Image SegmentationSegmentation	—Unverified	0
Optimal Surface Segmentation with Convex Priors in Irregularly Sampled Space	Nov 9, 2016	Image SegmentationMedical Image Segmentation	—Unverified	0
Flood-Filling Networks	Nov 1, 2016	Boundary DetectionClustering	CodeCode Available	0
Icon: An Interactive Approach to Train Deep Neural Networks for Segmentation of Neuronal Structures	Oct 27, 2016	Image SegmentationSegmentation	—Unverified	0
Image Segmentation for Fruit Detection and Yield Estimation in Apple Orchards	Oct 25, 2016	Image SegmentationSegmentation	—Unverified	0
Theoretical Analysis of Active Contours on Graphs	Oct 24, 2016	Image SegmentationSemantic Segmentation	—Unverified	0
Feature Sensitive Label Fusion with Random Walker for Atlas-based Image Segmentation	Oct 24, 2016	Image SegmentationSemantic Segmentation	—Unverified	0
A Model of Virtual Carrier Immigration in Digital Images for Region Segmentation	Oct 12, 2016	Image SegmentationSegmentation	—Unverified	0
Image Segmentation Based on the Self-Balancing Mechanism in Virtual 3D Elastic Mesh	Oct 10, 2016	Image SegmentationSegmentation	—Unverified	0
Convex Histogram-Based Joint Image Segmentation with Regularized Optimal Transport Cost	Oct 5, 2016	Image SegmentationSegmentation	—Unverified	0
CNN-aware Binary Map for General Semantic Segmentation	Sep 29, 2016	ClusteringImage Segmentation	—Unverified	0
Towards the effectiveness of Deep Convolutional Neural Network based Fast Random Forest Classifier	Sep 28, 2016	BIG-bench Machine Learningfeature selection	—Unverified	0
Robust Regression For Image Binarization Under Heavy Noises and Nonuniform Background	Sep 26, 2016	BinarizationImage Segmentation	—Unverified	0
Fully-Trainable Deep Matching	Sep 12, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	0
Automated Segmentation of Retinal Layers from Optical Coherent Tomography Images Using Geodesic Distance	Sep 7, 2016	Image SegmentationSegmentation	—Unverified	0
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation	Sep 5, 2016	3D Medical Imaging SegmentationImage Segmentation	CodeCode Available	0
Image segmentation based on histogram of depth and an application in driver distraction detection	Sep 1, 2016	Image SegmentationPosition	—Unverified	0
Utilizing Large Scale Vision and Text Datasets for Image Segmentation from Referring Expressions	Aug 30, 2016	Image CaptioningImage Segmentation	—Unverified	0
A 4D Light-Field Dataset and CNN Architectures for Material Recognition	Aug 24, 2016	image-classificationImage Classification	—Unverified	0
VoxResNet: Deep Voxelwise Residual Networks for Volumetric Brain Segmentation	Aug 21, 2016	Brain SegmentationImage Segmentation	CodeCode Available	0
Parameter Learning for Log-supermodular Distributions	Aug 18, 2016	Combinatorial OptimizationDenoising	—Unverified	0
SSHMT: Semi-supervised Hierarchical Merge Tree for Electron Microscopy Image Segmentation	Aug 14, 2016	Electron Microscopy Image SegmentationImage Segmentation	CodeCode Available	0
The Importance of Skip Connections in Biomedical Image Segmentation	Aug 14, 2016	Image SegmentationSemantic Segmentation	CodeCode Available	0
Clockwork Convnets for Video Semantic Segmentation	Aug 11, 2016	Image SegmentationScheduling	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