Implementation of cost-effective diffuse light source mechanism to reduce specular reflection and halo effects for resistor-image processing
暂无分享,去创建一个
Light source plays a significant role to acquire a qualified image from objects for facilitating the image processing and pattern recognition. For objects possessing specular surface, the phenomena of reflection and halo appearing in the acquired image will increase the difficulty of information processing. Such a situation may be improved by the assistance of valuable diffuse light source. Consider reading resistor via computer vision, due to the resistor’s specular reflective surface it will face with a severe non-uniform luminous intensity on image yielding a higher error rate in recognition without a well-controlled light source. A measurement system including mainly a digital microscope embedded in a replaceable diffuse cover, a ring-type LED embedded onto a small pad carrying a resistor for evaluation, and Arduino microcontrollers connected with PC, is presented in this paper. Several replaceable cost-effective diffuse covers made by paper bowl, cup and box inside pasted with white paper are presented for reducing specular reflection and halo effects and compared with a commercial diffuse some. The ring-type LED can be flexibly configured to be a full or partial lighting based on the application. For each self-made diffuse cover, a set of resistors with 4 or 5 color bands are captured via digital microscope for experiments. The signal-to-noise ratio from the segmented resistor-image is used for performance evaluation. The detected principal axis of resistor body is used for the partial LED configuration to further improve the lighting condition. Experimental results confirm that the proposed mechanism can not only evaluate the cost-effective diffuse light source but also be extended as an automatic recognition system for resistor reading.
[1] Yoshihiko Hamamoto,et al. A Method for Reading a Resistor by Image Processing Techniques , 2008, KES.
[2] Wayne Niblack,et al. An introduction to digital image processing , 1986 .
[3] Shree K. Nayar,et al. Diffuse structured light , 2012, 2012 IEEE International Conference on Computational Photography (ICCP).
[4] Han Wang,et al. Reading resistor values by color image processing , 1997, Other Conferences.