A Portable Active Binocular Robot Vision Architecture for Scene Exploration
نویسندگان
چکیده
We present a portable active binocular robot vision architecture that integrates a number of visual behaviours. This vision architecture inherits the abilities of vergence, localisation, recognition and simultaneous identification of multiple target object instances. To demonstrate the portability of our vision architecture, we carry out qualitative and comparative analysis under two different hardware robotic settings, feature extraction techniques and viewpoints. Our portable active binocular robot vision architecture achieved average recognition rates of 93.5% for fronto-parallel viewpoints and, 83% percentage for anthropomorphic viewpoints, respectively.
منابع مشابه
A hierarchical active binocular robot vision architecture for scene exploration and object appearance learning
This thesis presents an investigation of a computational model of hierarchical visual behaviours within an active binocular robot vision architecture. The robot vision system is able to localise multiple instances of the same object class, while simultaneously maintaining vergence and directing its gaze to attend and recognise objects within cluttered, complex scenes. This is achieved by implem...
متن کاملA multiprocessor 3D vision system for pick and place
We describe a 3D vision system implemented upon a locally developed transputer-based hybrid parallel processing engine named MARVIN (Multiprocessor ARchitecture for VIsioN), hosted by a SUN workstation. In addition to the recovery of scene descriptions from edge based binocular stereo, the system incorporates a model matching algorithm which is able to accurately locate modelled objects within ...
متن کاملActive/Dynamic Stereo Vision
Visual navigation is a challenging issue in automated robot control. In many robot applications, like object manipulation in hazardous environments or autonomous locomotion, it is necessary to automatically detect and avoid obstacles while planning a safe trajectory. In this context the detection of corridors of free space along the robot trajectory is a very important capability which requires...
متن کاملTowards Binocular Active Vision in a Robot Head
This paper presents the first results of an investigation and pilot study into an active, binocular vision system that combines binocular vergence, object recognition and attention control in a unified framework. The prototype developed is capable of identifying, targeting, verging on and recognizing objects in a highly-cluttered scene without the need for calibration or other knowledge of the ...
متن کاملReal-time visual behaviors with a binocular active vision system
An active vision system has to enable the implementation of reactive visual processes and of elementary visual behaviors in real time. In this paper we describe the real-time implementation of several visual behaviors in an active vision system. Issues related to the real-time implementation are discussed, namely in what concerns the modelling of the measurements made in the image. Even though ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2016