SOTAVerified

Edge Detection

Edge Detection is a fundamental image processing technique which involves computing an image gradient to quantify the magnitude and direction of edges in an image. Image gradients are used in various downstream tasks in computer vision such as line detection, feature detection, and image classification.

Source: Artistic Enhancement and Style Transfer of Image Edges using Directional Pseudo-coloring

( Image credit: Kornia )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 490 papers

TitleStatusHype
Revisiting Edge Detection in Convolutional Neural Networks—0
A Feasibility study for Deep learning based automated brain tumor segmentation using Magnetic Resonance Images—0
TEMImageNet Training Library and AtomSegNet Deep-Learning Models for High-Precision Atom Segmentation, Localization, Denoising, and Super-Resolution Processing of Atomic-Resolution Images—0
FINED: Fast Inference Network for Edge DetectionCode1
Sylvester Matrix Based Similarity Estimation Method for Automation of Defect Detection in Textile Fabrics—0
Segmentation overlapping wear particles with few labelled data and imbalance sample—0
Unmixing Convolutional Features for Crisp Edge DetectionCode1
Adaptive Linear Span Network for Object Skeleton DetectionCode1
A Simple and Efficient Registration of 3D Point Cloud and Image Data for Indoor Mobile Mapping System—0
Application of sequential processing of computer vision methods for solving the problem of detecting the edges of a honeycomb block—0
Transfer Learning in Large-scale Gaussian Graphical Models with False Discovery Rate ControlCode0
A Comparative Study on Effects of Original and Pseudo Labels for Weakly Supervised Learning for Car Localization Problem—0
Self-Supervised Variational Auto-EncodersCode1
Local Label Point Correction for Edge Detection of Overlapping Cervical CellsCode1
Embedded Systems and Computer Vision Techniques utilized in Spray Painting Robots: A Review—0
A survey on Kornia: an Open Source Differentiable Computer Vision Library for PyTorchCode0
Real-time Lane detection and Motion Planning in Raspberry Pi and Arduino for an Autonomous Vehicle Prototype—0
About Graph Degeneracy, Representation Learning and ScalabilityCode0
Line-Circle-Square (LCS): A Multilayered Geometric Filter for Edge-Based DetectionCode0
Learning Crisp Edge Detector Using Logical Refinement Network—0
JSENet: Joint Semantic Segmentation and Edge Detection Network for 3D Point CloudsCode1
SkyScapes -- Fine-Grained Semantic Understanding of Aerial Scenes—0
Single Image Dehazing Algorithm Based on Sky Region Segmentation—0
Fully Automated 3D Segmentation of MR-Imaged Calf Muscle Compartments: Neighborhood Relationship Enhanced Fully Convolutional Network—0
Progressive Mirror Detection—0
Traditional Method Inspired Deep Neural Network for Edge DetectionCode1
Using Genetic Algorithm To Evolve Cellular Automata In Performing Edge Detection—0
Small, Sparse, but Substantial: Techniques for Segmenting Small Agricultural Fields Using Sparse Ground Data—0
Cross-Domain Evaluation of Edge Detection for Biomedical Event Extraction—0
Edge Detection using Stationary Wavelet Transform, HMM, and EM algorithm—0
Image Processing Failure and Deep Learning Success in Lawn Measurement—0
An Automated Pipeline for Character and Relationship Extraction from Readers' Literary Book Reviews on Goodreads.com—0
Dynamic Feature Integration for Simultaneous Detection of Salient Object, Edge and Skeleton—0
Joint Semantic Segmentation and Boundary Detection using Iterative Pyramid Contexts—0
Refined Plane Segmentation for Cuboid-Shaped Objects by Leveraging Edge DetectionCode1
Surface Damage Detection Scheme using Convolutional Neural Network and Artificial Neural Network—0
Pre-processing Image using Brightening, CLAHE and RETINEXCode1
Thermodynamic Cost of Edge Detection in Artificial Neural Network(ANN)-Based Processors—0
CAFENet: Class-Agnostic Few-Shot Edge Detection Network—0
Weakly-Supervised Salient Object Detection via Scribble AnnotationsCode1
DHOG: Deep Hierarchical Object Grouping—0
Dam Burst: A region-merging-based image segmentation method—0
Beyond Camera Motion Blur Removing: How to Handle Outliers in Deblurring—0
Saliency Enhancement using Gradient Domain Edges Merging—0
Harmonic Convolutional Networks based on Discrete Cosine TransformCode1
A Robust Color Edge Detection Algorithm Based on Quaternion Hardy Filter—0
cmSalGAN: RGB-D Salient Object Detection with Cross-View Generative Adversarial NetworksCode0
LS-Net: Fast Single-Shot Line-Segment Detector—0
Lane Detection For Prototype Autonomous Vehicle—0
RED-NET: A Recursive Encoder-Decoder Network for Edge Detection—0
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All datasetsBIPEDMDBDUDEDBRINDCIDCityscapes testSBDBSDS500

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DDNODS0.92—Unverified
2DexiNedODS0.9—Unverified
3BDCNODS0.89—Unverified
4LDCODS0.89—Unverified
5CATSODS0.89—Unverified
6RCFODS0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1DexiNed-aODS0.89—Unverified
2DexiNed-fODS0.89—Unverified
3CATSODS0.89—Unverified
4BDCNODS0.89—Unverified
5LDCODS0.88—Unverified
6RCFODS0.88—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNODS0.83—Unverified
2TEEDODS0.83—Unverified
3LDCODS0.82—Unverified
4DexiNedODS0.82—Unverified
5PiDiNetODS0.81—Unverified
#ModelMetricClaimedVerifiedStatus
1LDCODS0.79—Unverified
2BDCNODS0.79—Unverified
3PiDiNetODS0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SEDODS0.65—Unverified
2DexiNed (WACV'2020)ODS0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1RPCNetAP86.15—Unverified
2CASENetAP70.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CASENetMaximum F-measure71.4—Unverified
2WSOBMaximum F-measure52—Unverified
#ModelMetricClaimedVerifiedStatus
1RCNF10.82—Unverified