10 April 2018 Feature extraction inspired by V1 in visual cortex
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Proceedings Volume 10615, Ninth International Conference on Graphic and Image Processing (ICGIP 2017); 106155C (2018) https://doi.org/10.1117/12.2302951
Event: Ninth International Conference on Graphic and Image Processing, 2017, Qingdao, China
Abstract
Target feature extraction plays an important role in pattern recognition. It is the most complicated activity in the brain mechanism of biological vision. Inspired by high properties of primary visual cortex (V1) in extracting dynamic and static features, a visual perception model was raised. Firstly, 28 spatial-temporal filters with different orientations, half-squaring operation and divisive normalization were adopted to obtain the responses of V1 simple cells; then, an adjustable parameter was added to the output weight so that the response of complex cells was got. Experimental results indicate that the proposed V1 model can perceive motion information well. Besides, it has a good edge detection capability. The model inspired by V1 has good performance in feature extraction and effectively combines brain-inspired intelligence with computer vision.
© (2018) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Chao Lv, Chao Lv, Yuelei Xu, Yuelei Xu, Xulei Zhang, Xulei Zhang, Shiping Ma, Shiping Ma, Shuai Li, Shuai Li, Peng Xin, Peng Xin, Mingning Zhu, Mingning Zhu, Hongqiang Ma, Hongqiang Ma, } "Feature extraction inspired by V1 in visual cortex", Proc. SPIE 10615, Ninth International Conference on Graphic and Image Processing (ICGIP 2017), 106155C (10 April 2018); doi: 10.1117/12.2302951; https://doi.org/10.1117/12.2302951
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