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Grape Detection in Vineyards
Final project by Yael Peretz & Amir Yeger
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Introduction Detecting grapes via color recognition and clustering.
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Goals Circle recognition – unsuccessful Color filtering Clustering
Noise removal Filling in non-desired filtered areas
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Implementations Implementation #1: Color filtering Clustering
Result – better grape detection, poorer background filtering!
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Implementations Implementation #1 – Color filtering
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Implementations Implementation #1 – Clustering
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Implementations Implementation #1 – Result
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Implementations Implementation #2: Color filtering
Result – better background filtering, poorer grape detection!
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Implementations Implementation #2 – Color Filtering
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Implementations Implementation #2 – Color Filtering
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Implementations Implementation #2 – Result
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Results - 1
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Results - 1 Implementation -1 Implementation -2
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Results - 2
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Results - 2 Implementation -1 Implementation -2
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Result - 3
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Result - 3 Implementation -1 Implementation -2
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Results – 4
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Result – 4 Implementation -1 Implementation -2
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Conclusions Color filtering – not the perfect solution
Clustering – efficient, but with the use of good color filtering Both algorithms achieved better results on images whose grapes had a lighter color than images with darker grapes
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Questions?
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No…? ok, thank you
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