A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Uniqueness of the Gaussian Kernel for Scale-Space Filtering
IEEE Transactions on Pattern Analysis and Machine Intelligence
A nonlinear laplace operator as edge detector in noisy images
Computer Vision, Graphics, and Image Processing
Localization and Noise in Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Context dependent edge detection and evaluation
Pattern Recognition
Ignorance, myopia, and naivete´ in computer vision systems
CVGIP: Image Understanding
A Cost Minimization Approach to Edge Detection Using Simulated Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dynamic threshold determination by local and global edge evaluation
Graphical Models and Image Processing
An efficient cost scaling algorithm for the assignment problem
Mathematical Programming: Series A and B
Edges: saliency measures and automatic thresholding
Machine Vision and Applications
Performance Assessment Through Bootstrap
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Discrete Expression of Canny's Criteria for Step Edge Detector Performances Evaluation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Visual Method for Assessing the Relative Performance of Edge-Detection Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparison of edge detectors: a methodology and initial study
Computer Vision and Image Understanding
Edge Detection and Ridge Detection with Automatic Scale Selection
International Journal of Computer Vision
Contextual and non-contextual performance evaluation of edge detectors
Pattern Recognition Letters
Edge detector evaluation using empirical ROC curves
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
Comparing Images Using the Hausdorff Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Finding Edges and Lines in Images
Finding Edges and Lines in Images
A Method for Objective Edge Detection Evaluation and Detector Parameter Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic edge detection using 3 × 3 ideal binary pixel patterns and fuzzy-based edge thresholding
Pattern Recognition Letters
Learning to Detect Natural Image Boundaries Using Local Brightness, Color, and Texture Cues
IEEE Transactions on Pattern Analysis and Machine Intelligence
Editorial: special issue on learning from imbalanced data sets
ACM SIGKDD Explorations Newsletter - Special issue on learning from imbalanced datasets
An introduction to ROC analysis
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Image and Vision Computing
Edge and Curve Detection for Visual Scene Analysis
IEEE Transactions on Computers
On the Quantitative Evaluation of Edge Detection Schemes and their Comparison with Human Performance
IEEE Transactions on Computers
ROC analysis in ordinal regression learning
Pattern Recognition Letters
Comparative study of contour detection evaluation criteria based on dissimilarity measures
Journal on Image and Video Processing - Regular
IJCAI'83 Proceedings of the Eighth international joint conference on Artificial intelligence - Volume 2
Automatic selection of edge detector parameters based on spatial and statistical measures
Computer Vision and Image Understanding
Edge detecting for range data using laplacian operators
IEEE Transactions on Image Processing
Review article: Edge and line oriented contour detection: State of the art
Image and Vision Computing
The Canny Edge Detector Revisited
International Journal of Computer Vision
Digital Step Edges from Zero Crossing of Second Directional Derivatives
IEEE Transactions on Pattern Analysis and Machine Intelligence
Gaussian-based edge-detection methods-a survey
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Comparison of edge detection algorithms using a structure frommotion task
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A similarity metric for edge images
IEEE Transactions on Pattern Analysis and Machine Intelligence
A methodology for quantitative performance evaluation of detection algorithms
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
Two-dimensional object alignment based on the robust oriented Hausdorff similarity measure
IEEE Transactions on Image Processing
On optimal linear filtering for edge detection
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
Measuring the Quality of Quality Measures
IEEE Transactions on Image Processing
Edge Detection Filter based on Mumford-Shah Green Function
SIAM Journal on Imaging Sciences
Multiscale edge detection based on Gaussian smoothing and edge tracking
Knowledge-Based Systems
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How to measure the performance of an edge detection method is an open problem. Many performance measures have been presented in the literature. However, there seems to be no agreement on the best option, and there exist no practical studies of the features of some of the most recent measures. In this work we make a comprehensive overview of the different proposals, followed by a practical comparison of the most representative measures on synthetic as well as natural edge images.