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Machine Vision Software Douglas Destro Oct. 20, 2014
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Review “It is the automatic extraction of information from digital images” What is Machine Vision? Parts of a Machine Vision System Lighting Lens Sensor Vision Processing Communication
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Lighting Lens, and sensors Vision processing Communication
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Overview A bit of history and current state Vision technology started in the 50’s, but the widespread use in industry arouse in the 80’s and 90’s Early Automatix machine vision system (1983)
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Overview A bit of history and current state Today, we can find different types of software that are very sophisticated, capable of complex analysis, and user-friendly.
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Overview Where? Virtually, every Machine Vision System uses software for image processing, analysis, and communication. It is a key component for its efficiency and speed.
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Another solution
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Overview Who? Automotive Agriculture Consumer goods Defense
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Overview What? When? There are four common uses of Machine Vision software Decoding Location CountingMeasurement
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Overview Primary vendors and costs? Range Free-$500
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Overview Supporting Technology Hardware Requirements Microsoft Windows PC: Core2Duo, 1 USB or 1 Network Work memory: > 256 MB Display: VGA 64 K or True Color Software Requirements Windows XP (32 bit): SP3, 1 GB RAM Windows 7 (32, 64 bit): SP1, 2 GB
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Use in Industry
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Histogram analysis and equalization
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How to automatically brighten dark pixel values and darken light ones? Performing a histogram equalization is to find an intensity mapping function f(I) such that the resulting histogram is flat. This is done by first computing the cumulative distribution function, then applying f(I) = c(I)
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Limitations Lack of contrast (muddy looking) Noise in dark regions can be amplified and become more visible There are ways to mitigate these problems: Using a linear blend between the cumulative distribution function and the identity transform
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Standards http://www.emva.org/cms/upload/Marketing_edocs_download/FSF_Vision_Standard s_Brochure_A4_screen.pdf
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Video https://www.youtube.com/watch?v=1IF3udt5ClI
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Class Application http://nifty.stanford.edu/2011/parlante-image-puzzle/
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References http://en.wikipedia.org/wiki/Machine_vision#Market http://www.emva.org/cms/upload/Marketing_edocs_downlo ad/FSF_Vision_Standards_Brochure_A4_screen.pdf https://www.youtube.com/watch?v=1IF3udt5ClI http://nifty.stanford.edu/2011/parlante-image-puzzle/ https://www.youtube.com/watch?v=1IF3udt5ClI
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