Multi-camera vehicle counting using edge-AI

نویسندگان

چکیده

This paper presents a novel solution to automatically count vehicles in parking lot using images captured by smart cameras. Unlike most of the literature on this task, which focuses analysis single images, proposes use multiple visual sources monitor wider area from different perspectives. The proposed multi-camera system is capable estimating number cars present entire directly board edge devices. It comprises an on-device deep learning-based detector that locates and counts decentralized geometric-based approach can analyze inter-camera shared areas merge data acquired all We conducted experimental evaluation extended version CNRPark-EXT dataset, collection taken campus National Research Council (CNR) Pisa, Italy. show our robust takes advantage redundant information deriving cameras, improving overall performance without requiring any extra geometrical monitored scene.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Vehicle Detection Using Fisheye Camera

An approach for detecting and tracking vehicles are proposed in these paper. Traffic safety applications using vehicle-to-vehicle communication is an emerging and promising area within the environment. By using a single rear-mounted fisheye camera and multiple detection algorithms to find the blind zone of the vehicle. It is driving safety supported system. Furthermore, the effects of fisheye d...

متن کامل

Reconstructing Graphs Using Edge Counting Queries

In this thesis we study three well known combinatorial search problems in various settings: The coin weighing problem, the problem of reconstructing graphs using additive queries and the problem of reconstructing hypergraphs using additive queries. All of the three combinatorial search problems share a common structure. In each problem we have a set of objects called a universe or an instance s...

متن کامل

Vehicle Motion Estimation Using an Infrared Camera

This paper is concerned with vehicle motion estimation. The problem is formulated as a sensor fusion problem, where the vehicle motion is estimated based on the information from a far infrared camera, inertial sensors and the vehicle speed. This information is already present in premium cars. This work is concerned with the off-line situation and the approach taken is to formulate the problem a...

متن کامل

A Multi-Pedestrian Detection and Counting System Using Fusion of Stereo Camera and Laser Scanner

Automated vehicle counting technology has been in use for many years, but developments in automated pedestrian counting technology have been limited. Pedestrians are more difficult to detect, track and count because their paths are much less constrained. In this paper, we present an advanced pedestrian counting system using a stereo camera and a laser scanner. A mapping algorithm has been devel...

متن کامل

People Counting in Crowded and Outdoor Scenes using an Hybrid Multi-Camera Approach

This paper presents two novel approaches for people counting in crowded and open environments that combine the information gathered by multiple views. Multiple camera are used to expand the field of view as well as to mitigate the problem of occlusion that commonly affects the performance of counting methods using single cameras. The first approach is regarded as a direct approach and it attemp...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Expert Systems With Applications

سال: 2022

ISSN: ['1873-6793', '0957-4174']

DOI: https://doi.org/10.1016/j.eswa.2022.117929