In this work, a comparison of the performances of a stereo and a monocular vision system for the 3D pose estimation of a planar target in very challenging conditions is presented. In particular, the systems have been designed to detect in real time a target moving with a maximum speed of 1 m/s, in a range of distances from 0.5 to 4 m from the cameras, with an accuracy of less than 1 cm (referred to the estimation of the real world coordinates) and with a field of view of 80 deg. A theoretical evaluation and experimental results to assess the performance of the proposed systems are presented. Our analysis demonstrates the good accuracy in terms of target position estimation of the presented approaches not only for close range applications, but also for mid-to-long range ones.
Wide-angle and long-range real time pose estimation: A comparison between monocular and stereo vision systems / Ferrara, Pasquale; Piva, Alessandro; Argenti, Fabrizio; Kusuno, Junya; Niccolini, Marta; Ragaglia, Matteo; Uccheddu, MARIA FRANCESCA. - In: JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION. - ISSN 1047-3203. - ELETTRONICO. - 48:(2017), pp. 159-168. [10.1016/j.jvcir.2017.06.008]
Wide-angle and long-range real time pose estimation: A comparison between monocular and stereo vision systems
PIVA, ALESSANDRO;ARGENTI, FABRIZIO;UCCHEDDU, MARIA FRANCESCA
2017
Abstract
In this work, a comparison of the performances of a stereo and a monocular vision system for the 3D pose estimation of a planar target in very challenging conditions is presented. In particular, the systems have been designed to detect in real time a target moving with a maximum speed of 1 m/s, in a range of distances from 0.5 to 4 m from the cameras, with an accuracy of less than 1 cm (referred to the estimation of the real world coordinates) and with a field of view of 80 deg. A theoretical evaluation and experimental results to assess the performance of the proposed systems are presented. Our analysis demonstrates the good accuracy in terms of target position estimation of the presented approaches not only for close range applications, but also for mid-to-long range ones.File | Dimensione | Formato | |
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