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 351–375 of 490 papers

TitleStatusHype
A Cellular Automata based Optimal Edge Detection Technique using Twenty-Five Neighborhood Model—0
A Comparative Analysis of Retrieval Techniques In Content Based Image Retrieval—0
A Comparative Study on Effects of Original and Pseudo Labels for Weakly Supervised Learning for Car Localization Problem—0
Active Canny: Edge Detection and Recovery with Open Active Contour Models—0
AddGraph_ Anomaly Detection in Dynamic Graph Using Attention-based Temporal GCN—0
A Deep Active Contour Model for Delineating Glacier Calving Fronts—0
A deep learning framework for segmentation of retinal layers from OCT images—0
A Digital Fuzzy Edge Detector for Color Images—0
Advanced Knowledge Extraction of Physical Design Drawings, Translation and conversion to CAD formats using Deep Learning—0
Advancements in Orthopaedic Arm Segmentation: A Comprehensive Review—0
Adversarial Video Compression Guided by Soft Edge Detection—0
A fast numerical algorithm for finding all real solutions to a system of N nonlinear equations in a finite domain—0
A Feasibility study for Deep learning based automated brain tumor segmentation using Magnetic Resonance Images—0
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding—0
A Fingerprint-based Access Control using Principal Component Analysis and Edge Detection—0
A High Accuracy Image Hashing and Random Forest Classifier for Crack Detection in Concrete Surface Images—0
A hybrid quantum image edge detector for the NISQ era—0
Algorithmic Analysis of Edge Ranking and Profiling for MTF Determination of an Imaging System—0
A Machine Learning Based Approach for Statistical Analysis of Detonation Cells from Soot Foils—0
A Multiscale Gradient Fusion Method for Edge Detection in Color Images Utilizing the CBM3D Filter—0
An Adaptive Sampling and Edge Detection Approach for Encoding Static Images for Spiking Neural Networks—0
An Adaptive Threshold for the Canny Edge Detection with Actor-Critic Algorithm—0
An approach to improving edge detection for facial and remotely sensed images using vector order statistics—0
An Automated Pipeline for Character and Relationship Extraction from Readers' Literary Book Reviews on Goodreads.com—0
An automated threshold Edge Drawing algorithm—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
2PiDiNetODS0.79—Unverified
3BDCNODS0.79—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