TY - GEN
T1 - A Color Event-Based Camera Emulator for Robot Vision
AU - Bugueno-Cordova, Ignacio
AU - Campusano, Miguel
AU - Guaman-Rivera, Robert
AU - Verschae, Rodrigo
N1 - Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.
PY - 2024
Y1 - 2024
N2 - Event-based cameras are becoming increasingly popular due to their asynchronous spatial-temporal information, high temporal resolution, power efficiency, and high dynamic range advantages. Despite these benefits, the adoption of these sensors has been hindered, mainly due to their high cost. While prices are decreasing and commercial options exist, researchers and developers face barriers to addressing the potential of event-based vision, especially with more specialized models. Although accurate event-based simulators and emulators exist, their primary limitation lies in their inability to operate in real-time and in that they are designed only for grey-scale video streams. This limitation creates a gap between theoretical exploration and practical application, hindering the seamless integration of event-based systems into real-world applications, especially in robotics. Moreover, the importance of color information is well recognized for many tasks, and most existing event-based cameras do not handle color information, except for a few exceptions. To address this challenge, we propose a ROS-based color event camera emulator to aid in reducing the gap between the real-world applicability of event-based color cameras by presenting its software design and implementation. Finally, we present a preliminary evaluation to demonstrate its performance.
AB - Event-based cameras are becoming increasingly popular due to their asynchronous spatial-temporal information, high temporal resolution, power efficiency, and high dynamic range advantages. Despite these benefits, the adoption of these sensors has been hindered, mainly due to their high cost. While prices are decreasing and commercial options exist, researchers and developers face barriers to addressing the potential of event-based vision, especially with more specialized models. Although accurate event-based simulators and emulators exist, their primary limitation lies in their inability to operate in real-time and in that they are designed only for grey-scale video streams. This limitation creates a gap between theoretical exploration and practical application, hindering the seamless integration of event-based systems into real-world applications, especially in robotics. Moreover, the importance of color information is well recognized for many tasks, and most existing event-based cameras do not handle color information, except for a few exceptions. To address this challenge, we propose a ROS-based color event camera emulator to aid in reducing the gap between the real-world applicability of event-based color cameras by presenting its software design and implementation. Finally, we present a preliminary evaluation to demonstrate its performance.
KW - Asynchronous sensors
KW - Color vision
KW - Emulator
KW - Event-Based camera
KW - Robot Operating System (ROS)
KW - Robot vision
U2 - 10.1007/978-3-031-59057-3_24
DO - 10.1007/978-3-031-59057-3_24
M3 - Article in proceedings
AN - SCOPUS:85194084368
SN - 9783031590566
T3 - Communications in Computer and Information Science
SP - 375
EP - 390
BT - Robotics, Computer Vision and Intelligent Systems
A2 - Filipe, Joaquim
A2 - Röning, Juha
PB - Springer Science+Business Media
T2 - 4th International Conference on Robotics, Computer Vision and Intelligent Systems, ROBOVIS 2024
Y2 - 25 February 2024 through 27 February 2024
ER -