Edge detection in multispectral images

Summary

An extension of edge detectors based on second-order differential operators to the case of multiple band (color) images is proposed, and a local directional measure of multispectral contrast is defined.

Keywords

Subpixel rendering, Contrast (vision), Multispectral image, Edge detection, Artificial intelligence

References

Tensors, differential forms, and variational principlesDavid Lovelock, Hanno Rund — 1975
Characterizing ∇2G filtered images by their zero crossingsJames Allen Reimer, Peter Lawrence — 1987
Optimal Edge Detector Design I: Parameter Selection and Noise EffectsWolfram H. H. J. Lunscher, Michael P. Beddoes — 1986
Edge extraction using entropy operatorAkira Shiozaki — 1986
Low-level segmentation of multispectral images via agglomerative clustering of uniform neighbourhoodsM. Amadasun, Robert A. King — 1988
Theory of edge detectionDavid Marr, Ellen C. Hildreth — 1979
Zero Crossing Of Second Directional Derivative Edge OperatorRobert M. Haralick — 1982
Representation of Uncertainty in Computer Vision Using Fuzzy SetsHuntsberger, Rangarajan, Jayaramamurthy — 1986
Color information for region segmentationYuichi Ohta, Takeo Kanade, Toshiyuki Sakai — 1980
Accuracy of laplacian edge detectorsValdis Bērziņš — 1984
Applications of Vector Fields to Image ProcessingRaul Machuca, Keith Phillips — 1983
Segmentation of chromatic imagesAlireza Sarabi, J.K. Aggarwal — 1981
Design and implementation of a colour vision model for computer vision applicationsFederico Bumbaca, K.C. Smith — 1987
Authenticating Edges Produced by Zero-Crossing AlgorithmsJames J. Clark — 1989
Low-Level Segmentation of Aerial Images with Fuzzy ClusteringMohan M. Trivedi, James C. Bezdek — 1986
Toward a Symbolic Representation of Intensity Changes in ImagesAxel F. Korn — 1988
A recursive clustering technique for color picture segmentationMehmet Çelenk — 1988
Color Image Analysis With An Intrinsic Reflection ModelGudrun Klinker, Steven A. Shafer, Takeo Kanade — 1988
A Computational Approach to Edge DetectionJohn Canny — 1986
A note on the gradient of a multi-imageSilvano Di Zenzo — 1986

Cited by

Color TV: total variation methods for restoration of vector-valued images三嶋博之, T F Chan — 1998
Detecting Structure in Diffusion Tensor MR ImagesK. Krishna Nand, Rafeef Abugharbieh, Brian G. Booth — 2011
Detection of chromosomal abnormalities with multi-color fluorescence in situ hybridization (M-FISH) imaging and multi-spectral wavelet analysisLawrence J. White — 2008
Differential Geometric Tools for Image Sensor FusionL. B. Wolff — 1999
Detection of Edges in Color Images: A Review and Evaluative Comparison of State-of-the-Art TechniquesAjay Mittal, Sanjeev Sofat, Edwin R. Hancock — 2012
A Comparative Study On Color Edge DetectionAndreas Koschan — 1995
Learning from weakly representative data and applications in spectral image analysisCuong V. Dinh — 2013
BEMDEC: An adaptive and robust methodology for digital image feature extractionI. K. Gang — 2010
Lung Cancer Detection Using Labeled Sputum Sample: Multi Spectrum ApproachKesav Kancherla, Srinivas Mukkamala — 2011
Nabuco - Two Decades of Document Processing in Latin AmericaRafael Dueire Lins — 2011
Géométrie différentielle des fibrés vectoriels et algèbres de Clifford appliquées au traitement d'images multicanaux. (Differential geometry of vector bundles and Clifford algebras applied to multi-channels image processing)Thomas Batard — 2009
Metody ekstrakcji konturów obiektów z obrazów kolorowychT. Niedziela, Wojciech Krukar — 2006
Improved Edge Detection by the Evaluation of ColorContrast InformationMaik Bollmann, Thorsten Hempel, Bärbel Mertsching — 1996
Image Abstraction by Structure Adaptive FilteringJan Eric Kyprianidis, Jürgen Döllner — 2008
The use of entropy for colour edge detectionA. Fotinos, George Economou, E. Zigouris — 1999
Automated image analysis method to detect and quantify macrovesicular steatosis in human liver hematoxylin and eosin-stained histology imagesNir I. Nativ, Alvin I. Chen, Gabriel Yarmush — 2013
Digital surveillance based on video CODEC System-on-a-Chip (SoC) platformsWei Zhao — 2010
Automatic switching of home appliances one sensor to many systems approachSunny Sanyal, Simpy Sanyal — 2014
Variational Restoration and Edge Detection for Color ImagesAlexander Brook, Ron Kimmel, Nir Sochen — 2003
Color Image Segmentation for Multimedia ApplicationsNicolaos Ikonomakis, Konstantinos N. Plataniotis, A.N. Venetsanopoulos — 2000

Related papers

MODULATION TRANSFER FUNCTION OF SYSTEMS IN SUBPIXEL DYNAMIC IMAGING TECHNIQUEChe Shuang-liang — 2002
The Numerical Analysis of Systematic Modulation Transfer Function in Subpixel Dynamic Imaging TechniqueZhao Chuangshe — 2004
Generalized constrained energy minimization approach to subpixel detection for multispectral imageryJihMing Liu, ChunMu Wang, Bin‐Chang Chieu — 1999
Multispectral single-sensor RGB-NIR imaging: New challenges and opportunitiesXavier Soria Poma, Ángel D. Sappa, Arash Akbarinia — 2017
Design of a Dual-Mode Multispectral Filter ArrayZhengnan Ye, Haisong Xu, Yiming Huang — 2023
Investigation on a modular high speed multispectral cameraMarc Preißler, Maik Rosenberger, Martin Correns — 2012
An algorithm of subpixel edge detection based on ZOM and application in calibration for robot visionJinquan Li, Shanben Chen, Lin Wu — 2002
Fast algorithm of subpixel edge detection based on Zernike momentsHao Yang, Lei Pei — 2011
Edge Detection and Linear Feature Extraction Using a 2-D Random Field ModelYi Zhou, V. Venkateswar, Rama Chellappa — 1989