Pulse coupled neural networks and its applications

This paper surveys the extensive usage of pulse coupled neural networks. The visual cortex system of mammalians was the backbone for the development of pulse coupled neural network. PCNN (Pulse Coupled Neural Networks) is unique from other techniques due to its synchronous pulsed output, adjustable threshold and controllable parameters. is Hence the uniqueness of this network utilized in the fields of image processing. The basic model of PCNN and the consecutive changes implemented, to strengthen the pulse coupled neural network are discussed initially. Then the applications of PCNN are broadly discussed. The other miscellaneous applications utilizing pulse coupled neural networks are thrown light in the last section.

[1]  Wei Cai,et al.  A region-based multi-sensor image fusion scheme using pulse-coupled neural network , 2006, Pattern Recognit. Lett..

[2]  Zhang Yi,et al.  Constrained ZIP code segmentation by a PCNN-based thinning algorithm , 2009, Neurocomputing.

[3]  Peter Ševčík PCNN NEURON IMPLEMENTATION WITH DMA TRANSFER , 2009 .

[4]  Yide Ma,et al.  A novel method for iris feature extraction based on intersecting cortical model network , 2008 .

[5]  Liu Yang,et al.  A New Algorithm of Image Segmentation Based on Bidirectional Search Pulse-Coupled Neural Network , 2010, 2010 International Conference on Computational Aspects of Social Networks.

[6]  Jun Zhang,et al.  Image Segmentation Based on 2D Otsu Method with Histogram Analysis , 2008, 2008 International Conference on Computer Science and Software Engineering.

[7]  Rodney A. Walker,et al.  Towards automatic power line detection for a UAV surveillance system using pulse coupled neural filter and an improved Hough transform , 2009, Machine Vision and Applications.

[8]  Shuyuan Yang,et al.  Fusion of multiparametric SAR images based on SW-nonsubsampled contourlet and PCNN , 2009, Signal Process..

[9]  Hamid Reza Karimi,et al.  Observer-Based Robust Control for Hydraulic Velocity Control System , 2013 .

[10]  Junping Du,et al.  Image Fusion Based on Nonsubsampled Contourlet Transform and Saliency-Motivated Pulse Coupled Neural Networks , 2013 .

[11]  Jeffery Johnson,et al.  Pulse coupled neural networks for image processing , 1995, Proceedings IEEE Southeastcon '95. Visualize the Future.

[12]  G. Ermentrout,et al.  Synchrony, stability, and firing patterns in pulse-coupled oscillators , 2002 .

[13]  ZhangJinglan,et al.  Towards automatic power line detection for a UAV surveillance system using pulse coupled neural filter and an improved Hough transform , 2010 .

[14]  John M. Sullivan,et al.  Automatic brain cropping enhancement using active contours initialized by a PCNN , 2009, Medical Imaging.

[15]  Qing Liu,et al.  Image feature extraction and recognition based on adaptive Unit-Linking Pulse Coupled Neural Networks , 2009, 2009 IEEE 10th International Conference on Computer-Aided Industrial Design & Conceptual Design.

[16]  Jing Shen,et al.  An Effective Adaptive Median Filter Algorithm for Removing Salt & Pepper Noise in Images , 2010, 2010 Symposium on Photonics and Optoelectronics.

[17]  M MarioI.Chacón A PCNN-FCM time series classifier for texture segmentation , 2011, NAFIPS 2011.

[18]  Raul Cristian Muresan,et al.  Pattern recognition using pulse-coupled neural networks and discrete Fourier transforms , 2003, Neurocomputing.

[19]  Zhang Yi,et al.  Spatial Point-Data Reduction Using Pulse Coupled Neural Network , 2010, Neural Processing Letters.

[20]  Chang Yao,et al.  Automated retinal blood vessels segmentation based on simplified PCNN and fast 2D-Otsu algorithm , 2009 .

[21]  Ilker Kilic,et al.  Generalized ICM for image segmentation based on Tsallis statistics , 2012 .

[22]  Yide Ma,et al.  Multimodal Medical Image Fusion Framework Based on Simplified PCNN in Nonsubsampled Contourlet Transform Domain , 2013, J. Multim..

[23]  Ning Chen,et al.  Segmentation of fMRI based on graph space construction , 2009, 2009 International Conference on Information and Automation.

[24]  Aboul Ella Hassanien,et al.  Prostate boundary detection in ultrasound images using biologically-inspired spiking neural network , 2011, Appl. Soft Comput..

[25]  Ashraf K. Helmy,et al.  Image fusion scheme based on modified dual pulse coupled neural network , 2013, IET Image Process..

[26]  Karina Waldemark,et al.  Patterns from the sky: Satellite image analysis using pulse coupled neural networks for pre-processing, segmentation and edge detection , 2000, Pattern Recognit. Lett..

[27]  H. H. Ramadan,et al.  Comparative study for image registration techniques of remote sensing images , 2010 .

[28]  Yuanyuan Wang,et al.  Biological image fusion using a NSCT based variable-weight method , 2011, Inf. Fusion.

[29]  Sankaran Mahadevan,et al.  Fuzzy Dijkstra algorithm for shortest path problem under uncertain environment , 2012, Appl. Soft Comput..

[30]  Jun Lang,et al.  Novel image fusion method based on adaptive pulse coupled neural network and discrete multi-parameter fractional random transform , 2014 .

[31]  Zhang Yi,et al.  A mixed noise image filtering method using weighted-linking PCNNs , 2008, Neurocomputing.

[32]  Yide Ma,et al.  A Novel Algorithm of Image Enhancement Based on Pulse Coupled Neural Network Time Matrix and Rough Set , 2007, Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007).

[33]  Fangnian Lang,et al.  Medical Image Registration using Cascaded Pulse Coupled Neural Networks , 2011 .

[34]  Jinglu Hu,et al.  Image edge detection method based on a simplified PCNN model with anisotropic linking mechanism , 2010, 2010 10th International Conference on Intelligent Systems Design and Applications.

[35]  Chao Gao,et al.  Automatic iterative algorithm for image segmentation using a modified pulse-coupled neural network , 2013, Neurocomputing.

[36]  Heggere S. Ranganath,et al.  Adaptive Pulse Coupled Neural Network Parameters for Image Segmentation , 2011 .

[37]  Xiaodong Gu Feature Extraction using Unit-linking Pulse Coupled Neural Network and its Applications , 2007, Neural Processing Letters.

[38]  Zhang Yi,et al.  Binary Image Thinning Using Autowaves Generated by PCNN , 2007, Neural Processing Letters.

[39]  Mikael Millberg,et al.  Image analysis for airborne reconnaissance and missile applications , 2000, Pattern Recognit. Lett..

[40]  Dongfeng Zhao,et al.  Analysis of autowave characteristics for competitive pulse coupled neural network and its application , 2009, Neurocomputing.

[41]  Xiaojun Jia,et al.  A novel segmentation method using improved PCNN for fabric defect image , 2010, 2010 2nd International Conference on Signal Processing Systems.

[42]  Wang Da,et al.  Cloud Image Fusion Based on Regional Feature of RLNSWNSCT and PCNN , 2012 .

[43]  Yi Chai,et al.  Image fusion scheme using a novel dual-channel PCNN in lifting stationary wavelet domain , 2010 .

[44]  Yide Ma,et al.  Medical image fusion using m-PCNN , 2008, Inf. Fusion.

[45]  Chao Gao,et al.  A coarse-to-fine strategy for iterative segmentation using simplified pulse-coupled neural network , 2014, Soft Comput..

[46]  Yang Qiliang,et al.  Effect of deficit irrigation and nitrogen fertilizer application on soil nitrate-nitrogen distribution in root-zone and water use of Jatropha curcas L. , 2013 .

[47]  Jianping Liu,et al.  Technique for image fusion based on nonsubsampled shearlet transform and improved pulse-coupled neural network , 2013 .

[48]  Malay Kumar Kundu,et al.  NSCT-based multimodal medical image fusion using pulse-coupled neural network and modified spatial frequency , 2012, Medical & Biological Engineering & Computing.

[49]  Yide Ma,et al.  An Efficient Iris Recognition System Based on Intersecting Cortical Model Neural Network , 2008, Int. J. Cogn. Informatics Nat. Intell..

[50]  J. L. Johnson,et al.  Observation of periodic waves in a pulse-coupled neural network. , 1993, Optics letters.

[51]  Hui Qin,et al.  Fault diagnosis based on pulse coupled neural network and probability neural network , 2011, Expert Syst. Appl..

[52]  Xiangling Wang,et al.  Lip feature extraction based on Pulse Coupled Neural Network , 2011, 2011 4th International Congress on Image and Signal Processing.

[53]  Mohamed F. Tolba,et al.  Neutralizing lighting non-homogeneity and background size in PCNN image signature for Arabic Sign Language recognition , 2011, The 2011 International Conference on Computer Engineering & Systems.

[54]  Zhongliang Jing,et al.  Multi-focus image fusion using pulse coupled neural network , 2007, Pattern Recognit. Lett..

[55]  Fabio Del Frate,et al.  PCNN for automatic segmentation and information extraction from X-band SAR imagery , 2013 .

[56]  LI Dongming Automatic Recognition Method of Surface Defects Based on Nonsubsampled Contourlet Transform and PCNN , 2013 .

[57]  Jason M. Kinser,et al.  Image Processing using Pulse-Coupled Neural Networks , 1998, Perspectives in Neural Computing.

[58]  Yide Ma,et al.  Review of pulse-coupled neural networks , 2010, Image Vis. Comput..

[59]  张昕,et al.  Pulse Coupled Neural Network Edge-Based Algorithm for Image Text Locating , 2011 .

[60]  William J. Emery,et al.  Automatic damage detection Using pulse-coupled neural networks For the 2009 Italian earthquake , 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

[61]  Jie-sheng Wang,et al.  PCNN Edge Detection of Sintering Pellets Image Based on Hybrid Harmony Search Algorithm , 2009, 2009 International Conference on Artificial Intelligence and Computational Intelligence.

[62]  Aboul Ella Hassanien,et al.  Breast cancer MRI diagnosis approach using support vector machine and pulse coupled neural networks , 2012, J. Appl. Log..

[63]  Jin Li,et al.  Image Fusion Algorithm Based on Simplified PCNN in Nonsubsampled Contourlet Transform Domain , 2012 .

[64]  Xiaodong Gu,et al.  Image thinning using pulse coupled neural network , 2004, Pattern Recognit. Lett..

[65]  Stephen T. C. Wong,et al.  Image segmentation by EM-based adaptive pulse coupled neural networks in brain magnetic resonance imaging , 2010, Comput. Medical Imaging Graph..

[66]  Guangzhao Tian,et al.  A Simplified Pulse-Coupled Neural Network for Cucumber Image Segmentation , 2010, 2010 International Conference on Computational and Information Sciences.

[67]  Mohamed F. Tolba,et al.  Arabic sign language continuous sentences recognition using PCNN and graph matching , 2012, Neural Computing and Applications.

[68]  Dan Xu,et al.  A Noisy Image Filtering Method Using Unidirectional Decaying Pulse Couple Neural Network , 2009, 2009 International Conference on Information Engineering and Computer Science.

[69]  Cai Xi,et al.  Image fusion algorithm based on adaptive pulse coupled neural networks in curvelet domain , 2010, IEEE 10th INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS.

[70]  Li Liu,et al.  Pulse-coupled neural networks and one-class support vector machines for geometry invariant texture retrieval , 2010, Image Vis. Comput..

[71]  Lei Ding,et al.  Image Segmentation with PCNN Model and Immune Algorithm , 2013, J. Comput..

[72]  Limin Wang,et al.  Structure Optimization of Bayesian Network Based on Dependency Analysis of Relational Database , 2012 .

[73]  Houjin Chen,et al.  Coupled Parameter Optimization of PCNN Model and Vehicle Image Segmentation , 2012 .

[74]  Ramsey F. Hamade,et al.  Segmentation of histology slides of cortical bone using pulse coupled neural networks optimized by particle-swarm optimization , 2013, Comput. Medical Imaging Graph..

[75]  Yin-Mao Song,et al.  One Segmentation Algorithm of Multi-Target Image Based on Improved PCNN , 2010, 2010 2nd International Workshop on Intelligent Systems and Applications.

[76]  Shuyuan Yang,et al.  Contourlet hidden Markov Tree and clarity-saliency driven PCNN based remote sensing images fusion , 2012, Appl. Soft Comput..

[77]  Markus Volkmer,et al.  A pulsed neural network model of spectro-temporal receptive fields and population coding in auditory cortex , 2004, Natural Computing.

[78]  Ilya A. Rybak,et al.  The model of a neural network visual preprocessor , 1992, Neurocomputing.

[79]  Zhao Xue-qing Method of medical ultrasonic image de-noising based on fuzzy PCNN in the wavelet domain , 2010 .

[80]  Jason M. Kinser,et al.  The intersecting cortical model in image processing , 2004 .

[81]  Li Lei,et al.  Palmprint verification based on 2D - Gabor wavelet and pulse-coupled neural network , 2012, Knowl. Based Syst..

[82]  R. FitzHugh Impulses and Physiological States in Theoretical Models of Nerve Membrane. , 1961, Biophysical journal.

[83]  Shuyuan Yang,et al.  Image fusion based on a new contourlet packet , 2010, Inf. Fusion.

[84]  Yudong Zhang,et al.  A novel algorithm for all pairs shortest path problem based on matrix multiplication and pulse coupled neural network , 2011, Digit. Signal Process..

[85]  A. Hodgkin,et al.  A quantitative description of membrane current and its application to conduction and excitation in nerve , 1952, The Journal of physiology.

[86]  Zhang Yi,et al.  A class of binary images thinning using two PCNNs , 2007, Neurocomputing.

[87]  屈小波 Xiaobo Qu,et al.  Image Fusion Algorithm Based on Spatial Frequency-Motivated Pulse Coupled Neural Networks in Nonsubsampled Contourlet Transform Domain , 2008 .

[88]  He Liu,et al.  A medical image fusion method based on energy classification of BEMD components , 2014 .

[89]  Mahua Bhattacharya,et al.  GA-based multiresolution fusion of segmented brain images using PD-, T1- and T2-weighted MR modalities , 2012, Neural Computing and Applications.

[90]  Ying Xiong,et al.  An analog CMOS pulse coupled neural network for image segmentation , 2010, 2010 10th IEEE International Conference on Solid-State and Integrated Circuit Technology.

[91]  Pengfei Xu,et al.  A novel algorithm of remote sensing image fusion based on Shearlets and PCNN , 2013, Neurocomputing.

[92]  El-Sayed A. El-Badawy,et al.  An Intersecting Cortical Model Based Framework for Human Face Recognition , 2013 .

[93]  Anqi Qiu,et al.  Robust Automatic Rodent Brain Extraction Using 3-D Pulse-Coupled Neural Networks (PCNN) , 2011, IEEE Transactions on Image Processing.

[94]  Dan Xu,et al.  Impulse noise filtering by using an adaptive single-linking pulse coupled neural network , 2010, 2010 IEEE International Conference on Software Engineering and Service Sciences.

[95]  John L. Johnson,et al.  Guest Editorial Overview Of Pulse Coupled Neural Network (PCNN) Special Issue , 1999, IEEE Trans. Neural Networks.

[96]  Shi Weili,et al.  Research of automatic medical image segmentation algorithm based on Tsallis entropy and improved PCNN , 2009, 2009 International Conference on Mechatronics and Automation.

[97]  Bugao Xu,et al.  A Simplified pulse-coupled neural network for adaptive segmentation of fabric defects , 2009, Machine Vision and Applications.

[98]  K. Magnus Åberg,et al.  Pre-processing of three-way data by pulse-coupled neural networks—an imaging approach , 2001 .

[99]  Jason M. Kinser,et al.  Theoretical foundation of the intersecting cortical model and its use for change detection of aircraft, cars, and nuclear explosion tests , 2004, Signal Process..

[100]  Mouli De Rizka Dewantoro,et al.  ALOS PALSAR Image for Landcover Classification Using Pulse Coupled Neural Network (PCNN) , 2012 .

[101]  Xiao Fei Wang,et al.  Feature Extraction from Noisy Image Using Intersecting Cortical Model , 2010 .

[102]  Jason Jianjun Gu,et al.  Multi-focus image fusion using PCNN , 2010, Pattern Recognit..

[103]  Yaonan Wang,et al.  Intelligent injection liquid particle inspection machine based on two-dimensional Tsallis Entropy with modified pulse-coupled neural networks , 2011, Eng. Appl. Artif. Intell..

[104]  Fuchun Sun,et al.  Pulse Coupled Neural Network Edge-Based Algorithm for Image Text Locating * * Supported by the National Natural Science Foundation of China (No. 60625304) and the National Key Project For Basic Research of China (Nos. G2007CB 311003 and 2009CB724002) , 2011 .

[105]  Xin Guo-jiang Image identification method based on local time series of intersecting cortical model , 2011 .

[106]  Aboul Ella Hassanien,et al.  Digital mammogram segmentation algorithm using pulse coupled neural networks , 2004, Third International Conference on Image and Graphics (ICIG'04).

[107]  Yi Chai,et al.  Multifocus image fusion scheme based on features of multiscale products and PCNN in lifting stationary wavelet domain , 2011 .

[108]  Toshihiro Nishimura,et al.  Pulse Coupled Neural Network based anisotropic diffusion method for 1/f noise reduction , 2009, 2009 Fourth International on Conference on Bio-Inspired Computing.

[109]  Wu Jiang,et al.  Forest fire smog feature extraction based on Pulse-Coupled neural network , 2011, 2011 6th IEEE Joint International Information Technology and Artificial Intelligence Conference.

[110]  James Wolfer Pulse Coupled Neural Networks and Image Morphology for Mammogram Preprocessing , 2012, 2012 Third International Conference on Innovations in Bio-Inspired Computing and Applications.

[111]  John L. Johnson,et al.  PCNN models and applications , 1999, IEEE Trans. Neural Networks.

[112]  Oberdan Parodi,et al.  Temporal coding in vision: coding by the spike arrival times leads to oscillations in the case of moving targets , 1996, Biological Cybernetics.

[113]  Jianwei Niu,et al.  A New Image Segmentation Method Based on Modified Intersecting Cortical Model , 2009, 2009 2nd International Congress on Image and Signal Processing.

[114]  M. Gai,et al.  Application of polynomial cellular neural networks in diagnosis of astrometric chromaticity , 2010 .

[115]  Reinhard Eckhorn,et al.  Feature Linking via Synchronization among Distributed Assemblies: Simulations of Results from Cat Visual Cortex , 1990, Neural Computation.

[116]  Zhang Yi,et al.  A novel neural network method for shortest path tree computation , 2012, Appl. Soft Comput..

[117]  Mario I Chacon M,et al.  A PCNN-FCM time series classifier for texture segmentation , 2011, 2011 Annual Meeting of the North American Fuzzy Information Processing Society.