Advanced search ?

Object

Download

Title: Fusion of Depth and Thermal Imaging for People Detection, Journal of Telecommunications and Information Technology, 2021, nr 4

Creator:

Pacut, Andrzej ; Gutfeter, Weronika

Date:

2021, nr 4

Resource Type:

artykuł

Description:

The methodology presented in this paper covers the topic of automatic detection of humans based on two types of images that do not rely on the visible light spectrum, namely on thermal and depth images. Various scenarios are considered with the use of deep neural networks being extensions of Faster R-CNN models. Apart from detecting people, independently, with the use of depth and thermal images, we proposed two data fusion methods. The first approach is the early fusion method with a 2-channel compound input. As it turned out, its performance surpassed that of all other methods tested. However, this approach requires that the model be trained on a dataset containing both types of spatially and temporally synchronized imaging sources. If such a training environment cannot be setup or if the specified dataset is not sufficiently large, we recommend the late fusion scenario, i.e. the other approach explored in this paper. Late fusion models can be trained with single-source data. We introduce the dual-NMS method for fusing the depth and thermal imaging approaches, as its results are better than those achieved by the common NMS

Publisher:

Instytut Łączności - Państwowy Instytut Badawczy

Format:

application/pdf

Resource Identifier:

ISSN 1509-4553, on-line: ISSN 1899-8852 ; oai:bc.itl.waw.pl:2206

Source:

Journal of Telecommunications and Information Technology

Language:

ang

Rights Management:

Biblioteka Naukowa Instytutu Łączności

Subject and keywords:

depth imaging thermal imaging person detection sensors fusion

Object collections:

Last modified:

Jan 5, 2022

In our library since:

Jan 5, 2022

Number of object content hits:

37

All available object's versions:

https://bc.itl.waw.pl/publication/2510

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

Edition name Date
Gutfeter, Weronika; Pacut, Andrzej, Fusion of Depth and Thermal Imaging for People Detection, Journal of Telecommunications and Information Technology, 2021, nr 4 Jan 5, 2022

Objects Similar
Probabilistic Issues in Biometric Template Design, Journal of Telecommunications and Information Technology, 2010, nr 4

Pacut, Andrzej

2010, nr 4
artykuł
Iris Recognition System Based on Zak-Gabor Wavelet Packets, Journal of Telecommunications and Information Technology, 2010, nr 4

Czajka, Adam Pacut, Andrzej

2010, nr 4
artykuł
Face Tracking and Recognition with the Use of Particle-Filtered Local Features, Journal of Telecommunications and Information Technology, 2010, nr 4

Pacut, Andrzej Stasiak, Łukasz A.

2010, nr 4
artykuł
More
×

Citation

Citation style:

Contact details

Address

Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Phone

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

Visit us!

This page uses 'cookies'. More information