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 3876–3900 of 5035 papers

Title	Date	Tasks	Status	Hype
Machine Learning Pipeline for Segmentation and Defect Identification from High Resolution Transmission Electron Microscopy Data	Jan 14, 2020	BIG-bench Machine LearningImage Segmentation	—Unverified	0
Hierarchical Modeling of Multidimensional Data in Regularly Decomposed Spaces: Synthesis and Perspective	Jan 13, 2020	DescriptiveImage Segmentation	—Unverified	0
Evolution of Image Segmentation using Deep Convolutional Neural Network: A Survey	Jan 13, 2020	Image SegmentationInstance Segmentation	—Unverified	0
Robust Brain Magnetic Resonance Image Segmentation for Hydrocephalus Patients: Hard and Soft Attention	Jan 12, 2020	Brain SegmentationHard Attention	—Unverified	0
A context based deep learning approach for unbalanced medical image segmentation	Jan 8, 2020	Deep LearningImage Segmentation	CodeCode Available	1
Automated Pavement Crack Segmentation Using U-Net-based Convolutional Neural Network	Jan 7, 2020	Crack SegmentationFeature Engineering	—Unverified	0
Unpaired Multi-modal Segmentation via Knowledge Distillation	Jan 6, 2020	Image SegmentationKnowledge Distillation	CodeCode Available	1
Self-Learning AI Framework for Skin Lesion Image Segmentation and Classification	Jan 4, 2020	ClassificationClustering	—Unverified	0
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and Analysis	Jan 1, 2020	Image SegmentationLesion Detection	CodeCode Available	1
Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction	Jan 1, 2020	Image SegmentationOrgan Segmentation	CodeCode Available	1
Stagnant zone segmentation with U-net	Jan 1, 2020	Computed Tomography (CT)Image Segmentation	—Unverified	0
Transfer Learning for Brain Tumor Segmentation	Dec 28, 2019	Brain Tumor SegmentationImage Segmentation	—Unverified	0
DMCNN: A Deep Multiscale Convolutional Neural Network Model for Medical Image Segmentation	Dec 27, 2019	Data AugmentationDecoder	—Unverified	0
Efficient Video Semantic Segmentation with Labels Propagation and Refinement	Dec 26, 2019	CPUGPU	—Unverified	0
Neural ODEs for Image Segmentation with Level Sets	Dec 25, 2019	Deep LearningImage Segmentation	—Unverified	0
Generalizing Deep Models for Overhead Image Segmentation Through Getis-Ord Gi* Pooling	Dec 23, 2019	Image SegmentationSemantic Segmentation	—Unverified	0
Detecting Deepfake-Forged Contents with Separable Convolutional Neural Network and Image Segmentation	Dec 21, 2019	Face SwappingImage Segmentation	—Unverified	0
Automated Segmentation of Optical Coherence Tomography Angiography Images: Benchmark Data and Clinically Relevant Metrics	Dec 20, 2019	Image SegmentationSegmentation	CodeCode Available	1
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation	Dec 20, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Transfer Learning with Edge Attention for Prostate MRI Segmentation	Dec 20, 2019	Image SegmentationMRI segmentation	—Unverified	0
Segmentations-Leak: Membership Inference Attacks and Defenses in Semantic Image Segmentation	Dec 20, 2019	BIG-bench Machine LearningImage Segmentation	CodeCode Available	0
A Region-based Randers Geodesic Approach for Image Segmentation	Dec 20, 2019	Boundary DetectionImage Segmentation	—Unverified	0
Evaluation of Multi-Slice Inputs to Convolutional Neural Networks for Medical Image Segmentation	Dec 19, 2019	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-focus Image Fusion Based on Similarity Characteristics	Dec 17, 2019	ClusteringImage Segmentation	—Unverified	0
PointRend: Image Segmentation as Rendering	Dec 17, 2019	Image SegmentationInstance Segmentation	CodeCode Available	1

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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