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 4776–4800 of 5035 papers

Title	Date	Tasks	Status
A Critical Connectivity Radius for Segmenting Randomly-Generated, High Dimensional Data Points	Feb 11, 2016	Edge DetectionImage Segmentation	—Unverified
Bayesian nonparametric image segmentation using a generalized Swendsen-Wang algorithm	Feb 9, 2016	ClusteringImage Segmentation	—Unverified
Screen Content Image Segmentation Using Sparse Decomposition and Total Variation Minimization	Feb 7, 2016	ClusteringDenoising	—Unverified
On distances, paths and connections for hyperspectral image segmentation	Feb 2, 2016	Hyperspectral Image SegmentationImage Segmentation	—Unverified
Disaggregation of SMAP L3 Brightness Temperatures to 9km using Kernel Machines	Jan 20, 2016	Image SegmentationSemantic Segmentation	—Unverified
Multicuts and Perturb & MAP for Probabilistic Graph Clustering	Jan 9, 2016	ClusteringGraph Clustering	—Unverified
GPU-Based Fuzzy C-Means Clustering Algorithm for Image Segmentation	Jan 1, 2016	ClusteringGPU	—Unverified
Graph entropies in texture segmentation of images	Dec 28, 2015	Image SegmentationSegmentation	—Unverified
Car Segmentation and Pose Estimation using 3D Object Models	Dec 21, 2015	3D Pose EstimationImage Segmentation	—Unverified
Neutro-Connectedness Cut	Dec 19, 2015	Image SegmentationInteractive Segmentation	—Unverified
Context Driven Label Fusion for segmentation of Subcutaneous and Visceral Fat in CT Volumes	Dec 15, 2015	Computed Tomography (CT)Image Segmentation	—Unverified
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding	Dec 9, 2015	Edge DetectionImage Segmentation	—Unverified
Oriented Light-Field Windows for Scene Flow	Dec 1, 2015	3D ReconstructionImage Segmentation	—Unverified
Optimizing Expected Intersection-Over-Union With Candidate-Constrained CRFs	Dec 1, 2015	Image SegmentationSegmentation	—Unverified
Entropy Minimization for Convex Relaxation Approaches	Dec 1, 2015	BinarizationImage Segmentation	—Unverified
Semi-Supervised Normalized Cuts for Image Segmentation	Dec 1, 2015	ClusteringImage Segmentation	—Unverified
Weakly- and Semi-Supervised Learning of a Deep Convolutional Network for Semantic Image Segmentation	Dec 1, 2015	Image SegmentationSegmentation	CodeCode Available
Higher-Order Inference for Multi-Class Log-Supermodular Models	Dec 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer	Dec 1, 2015	Image SegmentationSemantic Segmentation	—Unverified
StereoSnakes: Contour Based Consistent Object Extraction For Stereo Images	Dec 1, 2015	Image SegmentationObject	—Unverified
Robust Image Segmentation Using Contour-Guided Color Palettes	Dec 1, 2015	Image SegmentationSegmentation	CodeCode Available
Inferring M-Best Diverse Labelings in a Single One	Dec 1, 2015	DiversityImage Segmentation	—Unverified
Mixed Robust/Average Submodular Partitioning: Fast Algorithms, Guarantees, and Applications	Dec 1, 2015	ClusteringDistributed Optimization	—Unverified
Planar Ultrametrics for Image Segmentation	Dec 1, 2015	ClusteringImage Segmentation	—Unverified
Learning High-level Prior with Convolutional Neural Networks for Semantic Segmentation	Nov 22, 2015	DecoderImage Segmentation	—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