Neuromorphic vision sensors for mobile robots
نویسندگان
چکیده
Real-time vision-based vehicle navigation tasks are typically computationally intensive and significantly complex in terms of resources used. Moreover, mobile applications of navigation systems place severe constraints on their size and power consumption. These constraints can be satisfied by using parallel image processing architectures and parallel control algorithms implemented with analog VLSI circuits. In this paper we present two examples of neuromorphic VLSI sensors that process motion signals to provide continuous time analog output signals that can be useful for real-time navigation tasks. Neuromorphic analog VLSI vision sensors are typically compact, low-power devices that implement parallel architectures to perform in real-time, image (pre)processing operations and provide results that would otherwise require CPU intensive computations [5]. The two neuromorphic sensors we propose in this paper measure respectively the scene’s 2D optical flow field and the target’s position and its direction of motion in one dimension.
منابع مشابه
Neuromorphic vision sensors and preprocessors in system applications
A partial review of neuromorphic vision sensors that are suitable for use in autonomous systems is presented. Interfaces are being developed to multiplex the high-dimensional output signals of arrays of such sensors and to communicate them in standard formats to off-chip devices for higher-level processing, actuation, storage and display. Alternatively, on-chip processing stages may be implemen...
متن کاملObject Tracking Using Multiple Neuromorphic Vision Sensors
In this paper we show how a combination of multiple neuromorphic vision sensors can achieve the same higher level visual processing tasks as carried out by a conventional vision system. We process the multiple neuromorphic sensory signals with a standard auto-regression method in order to fuse the sensory signals and to achieve higher level vision processing tasks at a very high update rate. We...
متن کاملRobot Soccer using Optical Analog VLSI Sensors
In this paper we show how a combination of low dimensional vision sensors can be used to aid the higher level visual processing task of colour blob tracking, carried out by a conventional vision system. The processing elements are neuromorphic analog VLSI (aVLSI) vision sensors capable of computing motion and estimating the spatial position of high-contrast moving targets. In these devices both...
متن کاملEffective Mechatronic Models and Methods for Implementation an Autonomous Soccer Robot
Omni directional mobile robots have been popularly employed in several applications especially in soccer player robots considered in Robocup competitions. However, Omni directional navigation system, Omni-vision system and solenoid kicking mechanism in such mobile robots have not ever been combined. This situation brings the idea of a robot with no head direction into existence, a comprehensi...
متن کاملHelping neuromorphic sensors leave the designer’s desk
A variety of impressive neuromorphic sensors have been developed over the years, but hardly any have so far made it into applications outside carefully-controlled laboratory setups. Even when on the designer’s desk, most neuromorphic sensors only operate well under tightly-controlled bias settings that require much experience and patience in twiddling potentiometers. To change this, we recently...
متن کامل