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Published byMarie-Agnès Beaudry Modified over 6 years ago
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Parking Spot Recognition from Video Footage
Shani Achtenberg Liron Silfin Advisor: Oren Freifeld
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GOALS Automatic detection of free spaces in a given parking lot
Become familiar with computer vision and image processing methods
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CHALLENGES Projective distortion due to camera geometry
Occlusions due to viewing angle Illumination changes Noise Separation of foreground from background
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OUR SOLUTION Geometric rectification using homography estimation
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OUR SOLUTION Data collection PCA EM-PCA Robust PCA
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OUR SOLUTION Parking classification Line detection via RANSAC
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OUR SOLUTION Mitigating pixel-level noise using super pixels of the results Calculate occupancy percentage of each parking spot Graphic representation
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TYPICAL RESULTS
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