Event-based Agile Object Catching with a Quadrupedal Robot

03/30/2023
by   Benedek Forrai, et al.
0

Quadrupedal robots are conquering various indoor and outdoor applications due to their ability to navigate challenging uneven terrains. Exteroceptive information greatly enhances this capability since perceiving their surroundings allows them to adapt their controller and thus achieve higher levels of robustness. However, sensors such as LiDARs and RGB cameras do not provide sufficient information to quickly and precisely react in a highly dynamic environment since they suffer from a bandwidth-latency tradeoff. They require significant bandwidth at high frame rates while featuring significant perceptual latency at lower frame rates, thereby limiting their versatility on resource-constrained platforms. In this work, we tackle this problem by equipping our quadruped with an event camera, which does not suffer from this tradeoff due to its asynchronous and sparse operation. In leveraging the low latency of the events, we push the limits of quadruped agility and demonstrate high-speed ball catching for the first time. We show that our quadruped equipped with an event camera can catch objects with speeds up to 15 m/s from 4 meters, with a success rate of 83 at 100 Hz on an NVIDIA Jetson Orin.

READ FULL TEXT

page 1

page 3

page 4

page 6

research
04/14/2023

EV-Catcher: High-Speed Object Catching Using Low-latency Event-based Neural Networks

Event-based sensors have recently drawn increasing interest in robotic p...
research
11/30/2021

ESL: Event-based Structured Light

Event cameras are bio-inspired sensors providing significant advantages ...
research
11/11/2019

Towards Low-Latency High-Bandwidth Control of Quadrotors using Event Cameras

Event cameras are a promising candidate to enable high speed vision-base...
research
06/09/2020

RGB-D-E: Event Camera Calibration for Fast 6-DOF Object Tracking

Augmented reality devices require multiple sensors to perform various ta...
research
01/17/2023

Event-based Shape from Polarization

State-of-the-art solutions for Shape-from-Polarization (SfP) suffer from...
research
07/02/2018

PRED18: Dataset and Further Experiments with DAVIS Event Camera in Predator-Prey Robot Chasing

Machine vision systems using convolutional neural networks (CNNs) for ro...
research
05/25/2016

Design and Implementation of a Novel Compatible Encoding Scheme in the Time Domain for Image Sensor Communication

This paper presents a modulation scheme in the time domain based on On-O...

Please sign up or login with your details

Forgot password? Click here to reset