2018 · 85 citations · 13 references
ComputingComputer ScienceComputer VisionDigital ImagingMachine VisionEdge DetectionImage AnalysisImage ProcessingObject DetectionObject RecognitionVideo AnalysisCanny Edge DetectorContour DetectionImage MeasurementMorphological Edge DetectionReal-time Object DetectionReal-time ProcessingShape Detection
In these days, real-time object detection and dimensioning of objects is an important issue from many areas of industry. This is a vital topic of computer vision problems. This study presents an enhanced technique for detecting objects and computing their measurements in real time from video streams. We suggested an object measurement technique for real-time video by utilizing OpenCV libraries and includes the canny edge detection, dilation, and erosion algorithms. The suggested technique comprises of four stages: (1) identifying an object to be measured by using canny edge detection algorithm, (2) using morphological operators includes dilation and erosion algorithm to close gaps between edges, (3) find and sort contours, (4) measuring the dimensions of objects. In the implementation of the proposed technique, we designed a system that used OpenCV software library, Raspberry Pi 3 and Raspberry Camera. The proposed technique was nearly achieved 98% success in determines the size of the objects.
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Canny edge detection based on Open CV
Xu Zhao, XU Bao-jie, Guoxin Wu · 2017 · 143 citations
An improved Canny edge detection algorithm for color image
Chen Ke, Xiaoguang Hu · 2012 · 75 citations