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 4876–4900 of 5035 papers

Title	Date	Tasks	Status	Hype
Multiscale Combinatorial Grouping for Image Segmentation and Object Proposal Generation	Mar 3, 2015	Image SegmentationObject	CodeCode Available	0
A review of mean-shift algorithms for clustering	Mar 2, 2015	ClusteringDenoising	—Unverified	0
Image Segmentation in Liquid Argon Time Projection Chamber Detector	Feb 27, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Scalable Variational Inference in Log-supermodular Models	Feb 23, 2015	Bayesian InferenceImage Segmentation	—Unverified	0
Fusion of Image Segmentation Algorithms using Consensus Clustering	Feb 18, 2015	ClusteringImage Segmentation	—Unverified	0
Cardiac MR Image Segmentation Techniques: an overview	Feb 14, 2015	Cardiac SegmentationImage Segmentation	—Unverified	0
Conditional Random Fields as Recurrent Neural Networks	Feb 11, 2015	Image SegmentationReal-Time Semantic Segmentation	CodeCode Available	0
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation	Feb 9, 2015	Image SegmentationSegmentation	CodeCode Available	0
Fast Constraint Propagation for Image Segmentation	Feb 5, 2015	Image SegmentationSegmentation	—Unverified	0
Fast unsupervised Bayesian image segmentation with adaptive spatial regularisation	Feb 5, 2015	ClusteringDenoising	—Unverified	0
Clothing Co-Parsing by Joint Image Segmentation and Labeling	Feb 3, 2015	Image SegmentationSemantic Segmentation	—Unverified	0
Beyond Pixels: A Comprehensive Survey from Bottom-up to Semantic Image Segmentation and Cosegmentation	Feb 3, 2015	Image SegmentationSegmentation	—Unverified	0
Parametric Image Segmentation of Humans with Structural Shape Priors	Jan 27, 2015	Image SegmentationSegmentation	—Unverified	0
Unsupervised image segmentation by Global and local Criteria Optimization Based on Bayesian Networks	Jan 22, 2015	Image SegmentationSegmentation	—Unverified	0
Handwritten Devanagari Script Segmentation: A non-linear Fuzzy Approach	Jan 22, 2015	Image SegmentationSegmentation	—Unverified	0
Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models	Jan 22, 2015	DenoisingImage Denoising	—Unverified	0
Meaningful Objects Segmentation from SAR Images via A Multi-Scale Non-Local Active Contour Model	Jan 17, 2015	Image SegmentationSegmentation	—Unverified	0
Screen Content Image Segmentation Using Least Absolute Deviation Fitting	Jan 15, 2015	ClusteringForeground Segmentation	—Unverified	0
Filter Design and Performance Evaluation for Fingerprint Image Segmentation	Jan 9, 2015	Image SegmentationSegmentation	—Unverified	0
Inverse Renormalization Group Transformation in Bayesian Image Segmentations	Jan 5, 2015	Image SegmentationSegmentation	—Unverified	0
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs	Dec 22, 2014	GPUimage-classification	CodeCode Available	1
A deep-structured fully-connected random field model for structured inference	Dec 20, 2014	Image SegmentationSegmentation	—Unverified	0
Highly Efficient Forward and Backward Propagation of Convolutional Neural Networks for Pixelwise Classification	Dec 15, 2014	ClassificationGeneral Classification	—Unverified	0
An Automatic Seeded Region Growing for 2D Biomedical Image Segmentation	Dec 12, 2014	Image SegmentationSegmentation	—Unverified	0
Candidate Constrained CRFs for Loss-Aware Structured Prediction	Dec 10, 2014	Image SegmentationPrediction	—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