학술논문

How Late is too Late? A Preliminary Event-based Latency Evaluation
Document Type
Conference
Source
2022 8th International Conference on Event-Based Control, Communication, and Signal Processing (EBCCSP) Event-Based Control, Communication, and Signal Processing (EBCCSP), 2022 8th International Conference on. :1-4 Jun, 2022
Subject
Bioengineering
Components, Circuits, Devices and Systems
Computing and Processing
General Topics for Engineers
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Robot motion
Visualization
Tracking
Robot vision systems
Games
Signal processing
Real-time systems
event-camera
iCub
visual tracking
robot control
air-hockey
Language
Abstract
For a robot to compete at the game of air-hockey requires the ability to track the fast-moving puck, and fast reaction of its control system. Event-cameras can be used to solve the visual tracking task in order to overcome problems of motion blur and/or high processing requirements that come from when using traditional RGB cameras. Each pixel of an event-camera responds independently to change in light, resulting in a high frequency, low-latency update of the puck position. A vision-in-the-loop robot control can then maintain stability with much faster movements. In this paper, we introduce the control loop for an iCub robot to follow the position of the puck with its head motion. We evaluate the accuracy and stability of the iCub motion as the latency of the tracked position is varied from 1 ms to 30 ms, achievable in real-time with the event-camera, eventually resulting in control failure. We conclude that the event-driven tracking paradigm is an enabling technology for unlocking smooth dynamic robot motions from vision, also for tasks beyond air-hockey.