A comparison of FPGA and GPU for real-time phase-based optical flow, stereo, and local image features

K Pauwels, M Tomasi, JD Alonso, E Ros… - IEEE Transactions …, 2011 - ieeexplore.ieee.org
Low-level computer vision algorithms have extreme computational requirements. In this
work, we compare two real-time architectures developed using FPGA and GPU devices for …

Video semantic segmentation with distortion-aware feature correction

J Zhuang, Z Wang, B Wang - … on Circuits and Systems for Video …, 2020 - ieeexplore.ieee.org
Video semantic segmentation aims to generate an accurate semantic map for each frame in
a video. For such a task, conducting per-frame image segmentation is generally …

Parallel architecture for hierarchical optical flow estimation based on FPGA

F Barranco, M Tomasi, J Diaz… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
The proposed work presents a highly parallel architecture for motion estimation. Our system
implements the well-known Lucas and Kanade algorithm with the multi-scale extension for …

Implementation and evaluation of optical flow methods for two-dimensional deformation measurement in comparison to digital image correlation

C Hartmann, J Wang, D Opristescu, W Volk - Optics and Lasers in …, 2018 - Elsevier
In experimental solid mechanics optical methods allow for non-contact derivation of full-field
information. In this paper, optical flow based deformation measurement routines are …

FPGA-based hardware implementation of real-time optical flow calculation

K Seyid, A Richaud, R Capoccia… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Optical flow calculation algorithms are hard to implement on the hardware level in real-time,
due to their complexity and high computational load. Therefore, presented works in the …

A novel hardware architecture of the Lucas–Kanade optical flow for reduced frame memory access

HS Seong, CE Rhee, HJ Lee - IEEE transactions on circuits …, 2015 - ieeexplore.ieee.org
The Lucas-Kanade (LK) algorithm is a cost-efficient gradient-based algorithm for real-time
optical flow generation. An excessive external memory access limits the LK algorithm from …

FPGA implementation for real-time background subtraction based on horprasert model

R Rodriguez-Gomez, EJ Fernandez-Sanchez, J Diaz… - Sensors, 2012 - mdpi.com
Background subtraction is considered the first processing stage in video surveillance
systems, and consists of determining objects in movement in a scene captured by a static …

Efficient hardware implementation of the Horn-Schunck algorithm for high-resolution real-time dense optical flow sensor

M Komorkiewicz, T Kryjak, M Gorgon - Sensors, 2014 - mdpi.com
This article presents an efficient hardware implementation of the Horn-Schunck algorithm
that can be used in an embedded optical flow sensor. An architecture is proposed, that …

High-performance optical-flow architecture based on a multi-scale, multi-orientation phase-based model

M Tomasi, M Vanegas, F Barranco… - IEEE transactions on …, 2010 - ieeexplore.ieee.org
The accurate estimation of optical flow is a problem widely experienced in computer vision
and researchers in this field are devoting their efforts to formulate reliable and robust …

Massive parallel-hardware architecture for multiscale stereo, optical flow and image-structure computation

M Tomasi, M Vanegas, F Barranco… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
Low-level vision tasks pose an outstanding challenge in terms of computational effort: pixel-
wise operations require high-performance architectures to achieve real-time processing …