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 4751–4775 of 5035 papers

Title	Date	Tasks	Status
A Classifier-guided Approach for Top-down Salient Object Detection	Apr 22, 2016	ClassificationGeneral Classification	—Unverified
Jansen-MIDAS: a multi-level photomicrograph segmentation software based on isotropic undecimated wavelets	Apr 20, 2016	Image SegmentationSegmentation	—Unverified
ScribbleSup: Scribble-Supervised Convolutional Networks for Semantic Segmentation	Apr 18, 2016	Image SegmentationSegmentation	—Unverified
High-performance Semantic Segmentation Using Very Deep Fully Convolutional Networks	Apr 15, 2016	GPUImage Segmentation	—Unverified
Unsupervised Image Segmentation using the Deffuant-Weisbuch Model from Social Dynamics	Apr 15, 2016	Image SegmentationSegmentation	—Unverified
Reversible Image Merging for Low-level Machine Vision	Apr 13, 2016	ClusteringImage Segmentation	—Unverified
Fully-Automatic Synapse Prediction and Validation on a Large Data Set	Apr 11, 2016	Image SegmentationSegmentation	—Unverified
Image segmentation of cross-country scenes captured in IR spectrum	Apr 8, 2016	Autonomous NavigationImage Segmentation	—Unverified
STD2P: RGBD Semantic Segmentation Using Spatio-Temporal Data-Driven Pooling	Apr 8, 2016	Image SegmentationOptical Flow Estimation	CodeCode Available
Voronoi Region-Based Adaptive Unsupervised Color Image Segmentation	Apr 2, 2016	ClusteringImage Segmentation	—Unverified
Variational reaction-diffusion systems for semantic segmentation	Apr 1, 2016	Image SegmentationSemantic Segmentation	—Unverified
Large-Scale Electron Microscopy Image Segmentation in Spark	Apr 1, 2016	Electron Microscopy Image SegmentationImage Segmentation	CodeCode Available
Kernelized Weighted SUSAN based Fuzzy C-Means Clustering for Noisy Image Segmentation	Mar 28, 2016	ClusteringImage Segmentation	CodeCode Available
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs	Mar 28, 2016	Image SegmentationPrediction	CodeCode Available
Robust cDNA microarray image segmentation and analysis technique based on Hough circle transform	Mar 23, 2016	Image SegmentationSegmentation	—Unverified
Weakly-Supervised Semantic Segmentation using Motion Cues	Mar 23, 2016	Image SegmentationSemantic Segmentation	—Unverified
Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation	Mar 19, 2016	Image SegmentationSegmentation	CodeCode Available
Exploring Context with Deep Structured models for Semantic Segmentation	Mar 10, 2016	Image SegmentationSegmentation	—Unverified
A hybrid approach based segmentation technique for brain tumor in MRI Images	Mar 8, 2016	Image SegmentationMedical Image Segmentation	—Unverified
A regularization-based approach for unsupervised image segmentation	Mar 8, 2016	Image SegmentationSemantic Segmentation	—Unverified
Joint Learning Templates and Slots for Event Schema Induction	Mar 4, 2016	Image SegmentationSemantic Segmentation	—Unverified
Graph clustering, variational image segmentation methods and Hough transform scale detection for object measurement in images	Feb 27, 2016	ClusteringGraph Clustering	—Unverified
Cell segmentation with random ferns and graph-cuts	Feb 17, 2016	Cell SegmentationImage Segmentation	—Unverified
Global Deconvolutional Networks for Semantic Segmentation	Feb 12, 2016	Autonomous Drivingimage-classification	—Unverified
Generating Discriminative Object Proposals via Submodular Ranking	Feb 11, 2016	DiversityImage 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