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 4901–4925 of 5035 papers

Title	Date	Tasks	Status
Multi-Atlas Segmentation of Biomedical Images: A Survey	Dec 10, 2014	Image SegmentationSegmentation	—Unverified
Brain Tumor Detection Based on Bilateral Symmetry Information	Dec 9, 2014	Image SegmentationMRI segmentation	—Unverified
Joint Segmentation and Deconvolution of Ultrasound Images Using a Hierarchical Bayesian Model based on Generalized Gaussian Priors	Dec 8, 2014	Image SegmentationSegmentation	—Unverified
DeepEdge: A Multi-Scale Bifurcated Deep Network for Top-Down Contour Detection	Dec 2, 2014	Contour DetectionFeature Engineering	—Unverified
Large-scale Binary Quadratic Optimization Using Semidefinite Relaxation and Applications	Nov 27, 2014	ClusteringImage Segmentation	—Unverified
Clustering evolving data using kernel-based methods	Nov 20, 2014	ClusteringCommunity Detection	—Unverified
Fully Convolutional Neural Networks for Crowd Segmentation	Nov 17, 2014	Image SegmentationSegmentation	—Unverified
Power-Law Graph Cuts	Oct 29, 2014	ClusteringImage Segmentation	—Unverified
An Unsupervised Ensemble-based Markov Random Field Approach to Microscope Cell Image Segmentation	Oct 27, 2014	Image SegmentationSegmentation	—Unverified
Salient Object Detection: A Discriminative Regional Feature Integration Approach	Oct 22, 2014	Image SegmentationObject	—Unverified
Quantum Edge Detection for Image Segmentation in Optical Environments	Sep 9, 2014	Edge DetectionImage Segmentation	—Unverified
Identifying Synapses Using Deep and Wide Multiscale Recursive Networks	Sep 5, 2014	Image SegmentationSemantic Segmentation	—Unverified
Focused Proofreading: Efficiently Extracting Connectomes from Segmented EM Images	Sep 3, 2014	Art AnalysisImage Segmentation	CodeCode Available
A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly max-Oracle	Aug 28, 2014	Image SegmentationPose Estimation	—Unverified
GIMP and Wavelets for Medical Image Processing: Enhancing Images of the Fundus of the Eye	Aug 20, 2014	Image ManipulationImage Segmentation	—Unverified
Real-Time and Robust Method for Hand Gesture Recognition System Based on Cross-Correlation Coefficient	Aug 8, 2014	Gesture RecognitionHand Gesture Recognition	—Unverified
Clustering Approach Towards Image Segmentation: An Analytical Study	Jul 30, 2014	ClusteringImage Segmentation	—Unverified
Globally Optimal Joint Image Segmentation and Shape Matching Based on Wasserstein Modes	Jul 15, 2014	Image SegmentationSemantic Segmentation	—Unverified
An Enhancement Neighborhood connected Segmentation for 2D-Cellular Image	Jul 14, 2014	Image SegmentationSegmentation	—Unverified
CIDI-Lung-Seg: A Single-Click Annotation Tool for Automatic Delineation of Lungs from CT Scans	Jul 11, 2014	Computed Tomography (CT)Image Segmentation	—Unverified
Near-optimal Keypoint Sampling for Fast Pathological Lung Segmentation	Jul 11, 2014	Computed Tomography (CT)General Classification	—Unverified
Fusion Based Holistic Road Scene Understanding	Jun 29, 2014	ClusteringImage Segmentation	—Unverified
Face Identification with Second-Order Pooling	Jun 26, 2014	Face IdentificationFace Recognition	—Unverified
Support vector machine classification of dimensionally reduced structural MRI images for dementia	Jun 25, 2014	General ClassificationImage Segmentation	—Unverified
A multilevel thresholding algorithm using Electromagnetism Optimization	Jun 24, 2014	Image SegmentationSegmentation	—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