Gabor-like image filtering using a neural microcircuit

被引：2
|
作者：
Mayr, C. [1 ]
Heittmann, A.
Schueffny, R.
机构：
[1] Tech Univ Dresden, Dept Elect Engn, Circuits & Syst Lab, D-01062 Dresden, Germany
[2] Infineon Technol AG, Corp Res, D-81730 Munich, Germany
来源：
IEEE TRANSACTIONS ON NEURAL NETWORKS | 2007年 / 18卷 / 03期
关键词：
neural image processing; neural microcircuit application; pulse computation application; pulsed Gabor convolution;
D O I：
10.1109/TNN.2007.891687
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this letter, we present an implementation of a neural microcircuit for image processing employing Hebbian-adaptive learning. The neuronal circuit utilizes only excitatory synapses to correlate action potentials, extracting the uncorrelated ones, which contain significant image information. This circuit is capable of approximating Gabor-like image filtering and other image processing functions.
引用
收藏
页码：955 / 959
页数：5
相关论文
共 50 条
  • [31] Multispectral Image Segmentation using Gabor Filtering and Local Homogeneity Analysis with Application to MSG
    Bitam, Abdelmadjid
    Ameur, Soltane
    2013 3D INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC), 2013,
  • [32] Image spam filtering using convolutional neural networks
    Fan Aiwan
    Yang Zhaofeng
    Personal and Ubiquitous Computing, 2018, 22 : 1029 - 1037
  • [33] Image spam filtering using convolutional neural networks
    Fan Aiwan
    Yang Zhaofeng
    PERSONAL AND UBIQUITOUS COMPUTING, 2018, 22 (5-6) : 1029 - 1037
  • [34] Gabor neural network for endoscopic image registration
    Spinko, Vladimir
    Shi, Daming
    Ng, Wan Sing
    Leong, Jern-Lin
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS, 2006, 3972 : 480 - 485
  • [35] Heterogeneous orientation tuning in the primary visual cortex of mice diverges from Gabor-like receptive fields in primates
    Fu, Jiakun
    Pierzchlewicz, Pawe A.
    Willeke, Konstantin F.
    Bashiri, Mohammad
    Muhammad, Taliah
    Diamantaki, Maria
    Froudarakis, Emmanouil
    Restivo, Kelli
    Ponder, Kayla
    Denfield, George H.
    Sinz, Fabian
    Tolias, Andreas S.
    Franke, Katrin
    CELL REPORTS, 2024, 43 (08):
  • [36] Approximate Duals of Gabor-like Frames Based on Realizable Multi-Window Spline-Type Constructions
    Onchis, Darian M.
    Zappala, Simone
    PROCEEDINGS OF 2016 18TH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING (SYNASC), 2016, : 99 - 104
  • [37] GABOR FILTERING BASED DEEP NETWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Li, Chengchao
    Li, Shutao
    Kang, Xudong
    Lu, Ting
    2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, : 1808 - 1811
  • [38] Robust Image Hashing via Random Gabor Filtering and DWT
    Tang, Zhenjun
    Ling, Man
    Yao, Heng
    Qian, Zhenxing
    Zhang, Xianquan
    Zhang, Jilian
    Xu, Shijie
    CMC-COMPUTERS MATERIALS & CONTINUA, 2018, 55 (02): : 331 - 344
  • [39] Hyperspectral Image Spectral-Spatial-Range Gabor Filtering
    He, Lin
    Liu, Chenying
    Li, Jun
    Li, Yuanqing
    Li, Shutao
    Yu, Zhuliang
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 58 (07): : 4818 - 4836
  • [40] Fingerprint Image Enhancement via log-Gabor Filtering
    Lu, Zhen-kun
    Yu, Zhen-ming
    MIPPR 2011: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS, 2011, 8003
12345