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 4476–4500 of 5035 papers

Title	Date	Tasks	Status	Hype
Improved Image Segmentation via Cost Minimization of Multiple Hypotheses	Jan 31, 2018	DiversityImage Segmentation	CodeCode Available	0
An Iterative Spanning Forest Framework for Superpixel Segmentation	Jan 30, 2018	Image SegmentationSegmentation	—Unverified	0
Self-Learning to Detect and Segment Cysts in Lung CT Images without Manual Annotation	Jan 25, 2018	Image SegmentationLesion Detection	—Unverified	0
Deep LOGISMOS: Deep Learning Graph-based 3D Segmentation of Pancreatic Tumors on CT scans	Jan 25, 2018	Image SegmentationSegmentation	—Unverified	0
Significantly Fast and Robust Fuzzy C-MeansClustering Algorithm Based on MorphologicalReconstruction and Membership Filtering	Jan 23, 2018	ClusteringImage Segmentation	—Unverified	0
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image Segmentation	Jan 17, 2018	Image SegmentationSegmentation	CodeCode Available	1
Graph Spectral Image Processing	Jan 16, 2018	Image CompressionImage Restoration	—Unverified	0
Fully Convolutional Multi-scale Residual DenseNets for Cardiac Segmentation and Automated Cardiac Diagnosis using Ensemble of Classifiers	Jan 16, 2018	Cardiac SegmentationDiagnostic	—Unverified	0
MobileNetV2: Inverted Residuals and Linear Bottlenecks	Jan 13, 2018	Image ClassificationImage Segmentation	CodeCode Available	1
BUSIS: A Benchmark for Breast Ultrasound Image Segmentation	Jan 9, 2018	Image SegmentationSegmentation	CodeCode Available	1
A fully automated framework for lung tumour detection, segmentation and analysis	Jan 4, 2018	Image SegmentationSemantic Segmentation	—Unverified	0
Semantic Segmentation via Highly Fused Convolutional Network with Multiple Soft Cost Functions	Jan 4, 2018	Feature UpsamplingImage Segmentation	—Unverified	0
Panoptic Segmentation	Jan 3, 2018	Image SegmentationInstance Segmentation	CodeCode Available	1
Robust path-based spectral clustering	Jan 1, 2018	ClusteringImage Segmentation	—Unverified	0
Automated image segmentation for detecting cell spreading for metastasizing assessments of cancer development	Jan 1, 2018	Boundary DetectionImage Segmentation	—Unverified	0
Integrating semi-supervised label propagation and random forests for multi-atlas based hippocampus segmentation	Dec 31, 2017	HippocampusImage Segmentation	—Unverified	0
Interactive Video Object Segmentation in the Wild	Dec 31, 2017	Image SegmentationInteractive Video Object Segmentation	—Unverified	0
Boundary-sensitive Network for Portrait Segmentation	Dec 22, 2017	AttributeImage Segmentation	—Unverified	0
Track, then Decide: Category-Agnostic Vision-based Multi-Object Tracking	Dec 21, 2017	Image SegmentationMulti-Object Tracking	—Unverified	0
Partial Labeled Gastric Tumor Segmentation via patch-based Reiterative Learning	Dec 20, 2017	Image SegmentationSemantic Segmentation	—Unverified	0
Image Segmentation to Distinguish Between Overlapping Human Chromosomes	Dec 20, 2017	Image SegmentationSegmentation	—Unverified	0
MFNet: Towards real-time semantic segmentation for autonomous vehicles with multi-spectral scenes	Dec 14, 2017	Autonomous VehiclesImage Segmentation	—Unverified	0
Deep CNN ensembles and suggestive annotations for infant brain MRI segmentation	Dec 14, 2017	Image SegmentationInfant Brain Mri Segmentation	CodeCode Available	0
Image Inpainting for High-Resolution Textures using CNN Texture Synthesis	Dec 8, 2017	Image InpaintingImage Segmentation	—Unverified	0
IEOPF: An Active Contour Model for Image Segmentation with Inhomogeneities Estimated by Orthogonal Primary Functions	Dec 5, 2017	ARCClustering	—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