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They are employed in many applications, from military operations to civilian tasks. Quad-rotor helicopter autonomous navigation based on the vanishing point fast estimation (VPFE) algorithm using clustering principle is implemented in this paper. For images collected by the camera of quad-rotor helicopter, the system executes the process of preprocessing of image, deleting noise interference, edge extracting using Canny operator, and extracting straight lines by randomized hough transformation (RHT) method. Then system obtains the position of vanishing point and regards it as destination point and finally controls the autonomous navigation of the quad-rotor helicopter by continuous modification according to the calculated navigation error. The experimental results show that the quad-rotor helicopter can implement the destination navigation well in the indoor environment.<\/jats:p>","DOI":"10.1155\/2014\/567057","type":"journal-article","created":{"date-parts":[[2014,7,22]],"date-time":"2014-07-22T21:05:57Z","timestamp":1406063157000},"page":"1-12","source":"Crossref","is-referenced-by-count":1,"title":["Quad-Rotor Helicopter Autonomous Navigation Based on Vanishing Point Algorithm"],"prefix":"10.1155","volume":"2014","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2776-5703","authenticated-orcid":true,"given":"Jialiang","family":"Wang","sequence":"first","affiliation":[{"name":"College of Information Science & Engineering, Northeastern University, No. 11, Lane 3, Wenhua Road, Heping, Shenyang, Liaoning Province 110819, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hai","family":"Zhao","sequence":"additional","affiliation":[{"name":"College of Information Science & Engineering, Northeastern 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