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A Fuzzy Neural-Network Algorithm for Noisiness Recognition of Road Images  

이준웅 (전남대학교 산업공학과, 자동차연구소)
Publication Information
Transactions of the Korean Society of Automotive Engineers / v.10, no.5, 2002 , pp. 147-159 More about this Journal
Abstract
This paper proposes a method to recognize the noisiness of road images connected with the extraction of lane-related information in order to prevent the usage of erroneous information. The proposed method uses a fuzzy neural network(FNN) with the back-Propagation loaming algorithm. The U decides road images good or bad with respect to visibility of lane marks on road images. Most input parameters to the FNN are extracted from an edge distribution function(EDF), a function of edge histogram constructed by edge phase and norm. The shape of the EDF is deeply correlated to the visibility of lane marks of road image. Experimental results obtained by simulations with real images taken by various lighting and weather conditions show that the proposed method was quite successful, providing decision-making of noisiness with about 99%.
Keywords
Noisiness recognition; Fuzzy neural network; Image processing; Edge distribution function;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 A Massively Parallel Approach to Real-Time Vision Based Road Marking Detection /
[ A.Broggi ] / Proc. IEEE Intelligent Vehicle 95
2 Real-Time Lane and Obstacle Detection on the GOLD System /
[ M.Bertozzi;A.Broggi ] / Proc. IEEE Intelligent Vehicle 96
3 /
[ G.G.Gonzalez;R.E.Woods ] / Digital Image Processing
4 A Study on a Lane Departure Warning System using a Steering Torque as a Warning Signal /
[ K.Sato;T.Goto;Y.Kubota ] / Proc. AVEC`98
5 /
[ C.T.Lin;C. S. George Lee ] / Neural Fuzzy Systems
6 Road Following Using Vanishing Points /
[ S.P.Liou;R.C.Jain ] / CVGIP
7 A Cumulative Distribution Function of Edge Direction for Road Lane Detection /
[ J.W.Lee;U.K.Yi;K.R.Baek ] / IEICE TRans. Information and Systems
8 에지분포함수 기반의 차선이탈경보 알고리즘 /
[ 이준웅;이성웅 ] / 한국자동차공학회논문집   과학기술학회마을
9 Model-Based Lane Recognition /
[ A.Takahashi;Y.Ninomiya ] / Proc. IEEE Intelligent Vehicles`96
10 On Fuzzy Modeling Using Fuzzy Neural Networks with the Back-Propagation Algorithm /
[ S.Horikawa;T.Furuhashi;Y.Uchikawa ] / IEEE Trans. Neural Networks   DOI   ScienceOn
11 A Versatile Camera Calibration Technique for High-Accuracy 3D Vision Metrology Using Off-the Self TV Cameras and Automation /
[ R.Y.TSAI ] / IEEE J. of Robotics and Automation
12 Determination of Road Directions using Feedback Neural Nets /
[ A.D.Bimbo;L.Landi;S.Santini ] / Signal Process   DOI   ScienceOn
13 /
[ L.Fausett ] / Fundamentals of Neural Networks
14 Autonomous High Speed Road Vehicle Guidance by Computer Vision /
[ E.D.Dickmanns;A.Zapp ] / Proc. IFAC 10th Triennial World Congress
15 Rapidly Adapting Machine Vision for Automated Vehicle Steering /
[ D.A.Pomerleau;T.Jochem ] / IEEE Expert Intelligent System and Their App.