仿视皮层V1结构的纹理特征提取

doi:10.3969/j.issn.1001-2400.2017.03.017

Abstract

Abstract:

Focusing on the limitation of the traditional model in extracting image texture features, and referring to the sensitivity of V1 to the edge and shape, the texture feature extraction model based on the V1 model is creatively put forward. 2D Gabor filters and exponential delay function are adopted to simulate the receptive fields of the V1 simple cell, and further a V1 model is obtained by citing the sum of absolute values and normalization, and by analyzing the response characteristics of natural images, image texture features can be obtained by decoding. Simulation results show that the V1 model can tally basically with the experimental data of biology and extract motion features from the grid and random-dot stimuli, and by choosing the best model parameters by comparison, the proposed texture feature extraction model can extract texture features from simple synthetic images and natural images, which effectively sets up the correlation platform of biological vision and computer vision.

Key words: texture, visual feature, primary visual cortex model, natural image, motion feature

ZOU Hongzhong;XU Yuelei;MA Shiping;LI Shuai;ZHANG Wenda. Texture feature extraction simulating the structure of V1 in the cortex[J].Journal of Xidian University, 2017, 44(3): 96-100+107.

References

［1］刘丽, 匡纲要. 图像纹理特征提取方法综述［J］. 中国图象图形学报, 2009,14(4): 622-635.
LIU Li, KUANG Gangyao. Overview of Image Textural Feature Extraction Methods［J］. Journal of Image and Graphics, 2009, 14(4): 622-635.
［2］ NAMBOODIRI V M K, HUERTAS M A, MONK K, et al. Visually Cued Action Timing in the Primary Visual Cortex ［J］. Neuron, 2015, 86(1): 319-330.
［3］ ZOU Z, YANG J, MEGALOOIKONOMOU V, et al. Trabecular Bone Texture Classification Using Wavelet Leaders［C］//Proceedings of SPIE: 9788. Bellingham: SPIE, 2016: 97880E.
［4］ AHMADVAND A, KABIRI P. Multispectral MRI Image Segmentation Using Markov Random Field Model ［J］. Signal, Image and Video Processing, 2016, 10(2): 251-258.
［5］ ERGEN B. Scale Invariant and Fixed-length Feature Extraction by Integrating Discrete Cosine Transform and Autoregressive Signal Modeling for Palmprint Identification ［J］. Turkish Journal of Electrical Engineering and Computer Sciences, 2016, 24(3): 1768-1781.
［6］王卫卫, 席灯炎, 杨塨鹏, 等. 利用结构纹理分解的海洋舰船目标检测［J］. 西安电子科技大学学报, 2012, 39(4): 131-137.
WANG Weiwei, XI Dengyan, YANG Gongpeng, et al. Warship Target Detection Algorithm Based on Cartoon-texture Decomposition［J］. Journal of Xidian University, 2012, 39(4): 131-137.
［7］ PURVES D, MONSON B B, SUNDARARAJAN J, et al. How Biological Vision Succeeds in the Physical World ［J］. Proceedings of National Academy of Sciences, 2014, 111(13): 4750-4755.
［8］ CHEONG S K, TAILBY C, SOLOMON S G, et al. Cortical-like Receptive FIelds in the Lateral Geniculate Nucleus of Marmoset Monkeys ［J］. The Journal of Neuroscience: The Official Journal of the Society for Neuroscience, 2013, 33(16): 6864-6876.
［9］ ODAIBO S G. The Gabor-Einstein Wavelet: a Model for the Receptive Fields of V1 to MT Neurons ［J］. arXiv, 2014, 1:1-39.
［10］ SOLARI F, CHESSA M, MEDATHATI N V K, et al. What Can We Expect from a V1-MT Feedforward Architecture for Optical Flow Estimation? ［J］. Signal Processing: Image Communication, 2015, 39: 342-354.
［11］ BHATEJA V, SRIVASTAVA A, SINGH G, et al. A Modified Speckle Suppression Algorithm for Breast Ultrasound Images Using Directional FIlters［C］//Advances in Intelligent Systems and Computing: 249 VOLUME II. Berlin: Springer Verlag, 2014: 219-226.
［12］ GAO S, PENG Y H, GUO H Z, et al. Texture Analysis and Classification of Ultrasound Liver Images ［J］. Bio-Medical Materials and Engineering, 2014, 24(1): 1209-1216.
［13］ SIMONCELLI E P, HEEGER D J. A Model of Neuronal Responses in Visual Area MT ［J］. Vision Research, 1998, 38(5): 743-761.
［14］ AN X, GONG H, MCLOUGHLIN N, et al. The Mechanism for Processing Random-dot Motion at Various Speed in Early Cortices［J］. PLOS ONE, 2014, 9(3): e93115.

[1]	DENG Yanzi;LU Zhaoyang;LI Jing. Segmentation of the image with multi-visual features for a traffic scene [J]. J4, 2015, 42(6): 11-16.
[2]	ZHANG Guopeng;LIAO Qimei;JIAO Chun;LI Baojuan;LIU Yang;LU Hongbing . Study of computer aided diagnosis technology in virtual colonoscopy [J]. J4, 2015, 42(2): 157-161.
[3]	YAN Yunyi;JIANG Shuai;GUO Baolong. Image retrieval using stable interest points and Gabor wavelet [J]. J4, 2014, 41(5): 118-123.
[4]	WU Yulian;FENG Xiangchu. Nonconvex image inpainting via balanced regularization approach [J]. J4, 2014, 41(5): 141-147.
[5]	WANG Weiwei;XI Dengyan;YANG Gongpeng;ZHOU Lijuan. Warship target detection algorithm based on cartoon-texture decomposition [J]. J4, 2012, 39(4): 131-137.
[6]	LIU Wei;GUO Lixin;WANG Anqi. Study of monostatic and bistatic polarimetric scattering from the two-dimensional Gauss rough surface characterized by textures [J]. J4, 2011, 38(6): 75-81+102.
[7]	HAO Yan;FENG Xiang-chu;XU Jian-lou. Image inpainting model of nonlocal diffusion [J]. J4, 2010, 37(5): 825-828.
[8]	LI Shi-zhong;HU Xin;GU Xue-mai;Lü Yuan;WANG Yu. New method for coding quality assessment of the stereo remotely sensed imagery [J]. J4, 2009, 36(5): 927-932.
[9]	WANG Kai-bin1;YU Bian-zhang1;WANG Qi2;XI Wei1. Texture image segmentation using the without re-initialization geodesic active contour model [J]. J4, 2008, 35(3): 542-545.
[10]	MA Wen-ping;SHANG Rong-hua;JIAO Li-cheng. Immune clonal optimization clustering technique [J]. J4, 2007, 34(6): 911-915.
[11]	SHAO Xiao-peng;ZHENG Hong-bin;XU Jun;ZHANG Jian-qi. Statistics model for IR radiance of bare terrain and analysis of texture characteristics [J]. J4, 2007, 34(6): 944-946.
[12]	JIANG Ling-ling;YIN Hai-qing;FENG Xiang-chu. Image decomposition based on sparse representations and a projected regularization method [J]. J4, 2007, 34(5): 800-804.
[13]	LU Chen-hong;LU Zhao-yang. Image base features extraction with multi-scale analysis for iris recognition [J]. J4, 2007, 34(4): 549-553.
[14]	AN Zhi-yong;WANG Xiao-hua;ZHAO Shan;ZHOU Li-hua. Content-based image retrieval based on Radon and wavelet transform [J]. J4, 2007, 34(3): 409-413.
[15]	ZHENG Jie;JI Hong-bing;YANG Wan-hai. Interactive arbitrary shape volume clipping based on region marking [J]. J4, 2007, 34(1): 49-53.

Texture feature extraction simulating the structure of V1 in the cortex

PDF (PC)

Like

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Metrics

Comments

Recommended 10