High-definition event frame generation using SoC FPGA devices

07/26/2023
by   Krzysztof Blachut, et al.
0

In this paper we have addressed the implementation of the accumulation and projection of high-resolution event data stream (HD -1280 x 720 pixels) onto the image plane in FPGA devices. The results confirm the feasibility of this approach, but there are a number of challenges, limitations and trade-offs to be considered. The required hardware resources of selected data representations, such as binary frame, event frame, exponentially decaying time surface and event frequency, were compared with those available on several popular platforms from AMD Xilinx. The resulting event frames can be used for typical vision algorithms, such as object classification and detection, using both classical and deep neural network methods.

READ FULL TEXT
research
07/27/2022

Traffic Sign Detection With Event Cameras and DCNN

In recent years, event cameras (DVS - Dynamic Vision Sensors) have been ...
research
07/22/2017

An Event-based Fast Movement Detection Algorithm for a Positioning Robot Using POWERLINK Communication

This work develops a tracking system based on an event-based camera. A b...
research
05/29/2023

Pedestrian detection with high-resolution event camera

Despite the dynamic development of computer vision algorithms, the imple...
research
02/28/2022

Bina-Rep Event Frames: a Simple and Effective Representation for Event-based cameras

This paper presents "Bina-Rep", a simple representation method that conv...
research
01/10/2020

Matrix-LSTM: a Differentiable Recurrent Surface for Asynchronous Event-Based Data

Dynamic Vision Sensors (DVSs) asynchronously stream events in correspond...
research
04/24/2019

PCA-RECT: An Energy-efficient Object Detection Approach for Event Cameras

We present the first purely event-based, energy-efficient approach for o...
research
04/03/2020

Near-chip Dynamic Vision Filtering for Low-Bandwidth Pedestrian Detection

This paper presents a novel end-to-end system for pedestrian detection u...

Please sign up or login with your details

Forgot password? Click here to reset