Performance of single board computers for vision processing

C Manore, P Manjunath, D Larkin - 2021 IEEE 11th Annual …, 2021 - ieeexplore.ieee.org
With the increasing complexity of machine vision algorithms and growing applications of
image processing, how do computers without a dedicated graphics processor perform? This …

Visual Inertial Odometry using Focal Plane Binary Features (BIT-VIO)

M Lisondra, J Kim, R Murai, K Zareinia… - arXiv preprint arXiv …, 2024 - arxiv.org
Focal-Plane Sensor-Processor Arrays (FPSP) s are an emerging technology that can
execute vision algorithms directly on the image sensor. Unlike conventional cameras …

Stereo visual inertial odometry for robots with limited computational resources

S Bahnam, S Pfeiffer… - 2021 IEEE/RSJ …, 2021 - ieeexplore.ieee.org
Current existing stereo visual odometry algorithms are computationally too expensive for
robots with restricted resources. Executing these algorithms on such robots leads to a low …

Run your visual-inertial odometry on NVIDIA Jetson: Benchmark tests on a micro aerial vehicle

J Jeon, S Jung, E Lee, D Choi… - IEEE Robotics and …, 2021 - ieeexplore.ieee.org
This letter presents benchmark tests of various visual (-inertial) odometry algorithms on
NVIDIA Jetson platforms. The compared algorithms include mono and stereo, covering …

Faster than FAST: GPU-accelerated frontend for high-speed VIO

B Nagy, P Foehn, D Scaramuzza - 2020 IEEE/RSJ International …, 2020 - ieeexplore.ieee.org
The recent introduction of powerful embedded graphics processing units (GPUs) has
allowed for unforeseen improvements in real-time computer vision applications. It has …

Comparison of visual inertial odometry using flightgoggles simulator for uav

EM Lee, I Wee, T Kim, DH Shim - 2019 19th International …, 2019 - ieeexplore.ieee.org
Recently, application of Unmanned Aerial Vehicle (UAV) attract much attention of not only
academic but also industrial community. To control and make the most of UAV, state …

The VCU-RVI benchmark: Evaluating visual inertial odometry for indoor navigation applications with an RGB-D camera

H Zhang, L Jin, C Ye - 2020 IEEE/RSJ International …, 2020 - ieeexplore.ieee.org
This paper presents VCU-RVI, a new visual inertial odometry (VIO) benchmark with a set of
diverse data sequences in different indoor scenarios. The benchmark was captured using …

Trifo-VIO: Robust and efficient stereo visual inertial odometry using points and lines

F Zheng, G Tsai, Z Zhang, S Liu… - 2018 IEEE/RSJ …, 2018 - ieeexplore.ieee.org
In this paper, we present the Trifo Visual Inertial Odometry (Trifo-VIO), a tightly-coupled
filtering-based stereo VIO system using both points and lines. Line features help improve …

Navion: A fully integrated energy-efficient visual-inertial odometry accelerator for autonomous navigation of nano drones

A Suleiman, Z Zhang, L Carlone… - … IEEE symposium on …, 2018 - ieeexplore.ieee.org
This paper presents Navion, an energy-efficient accelerator for visual-inertial odometry (VIO)
that enables autonomous navigation of miniaturized robots (eg, nano drones), and …

A benchmark comparison of monocular visual-inertial odometry algorithms for flying robots

J Delmerico, D Scaramuzza - 2018 IEEE international …, 2018 - ieeexplore.ieee.org
Flying robots require a combination of accuracy and low latency in their state estimation in
order to achieve stable and robust flight. However, due to the power and payload constraints …