A Hybrid Retina Net Classifier for Thermal Imaging

Author:

Teju Ventrapragada1ORCID,Sowmya Kambhampati Venkata2ORCID,Kandula Srinivasa Rao1ORCID,Stan Anca3,Stan Ovidiu Petru4ORCID

Affiliation:

1. Department of Electronics & Communications Engineering, Dhanekula Institute of Engineering and Technology, Ganguru, Vijayawada 521139, India

2. Department of Electronics & Communications Engineering, Koneru Lakshmaiah Education Foundation, Vijayawada 522302, India

3. Faculty of Industrial Engineering, Robotics and Production Management, Technical University of Cluj Napoca, 400114 Cluj-Napoca, Romania

4. Faculty of Automation and Computer Science, Technical University of Cluj Napoca, 400114 Cluj-Napoca, Romania

Abstract

Thermal imaging is a cutting-edge technology which has the capability to detect objects in any environmental conditions, such as smoke, fog, smog, etc. This technology finds its importance mainly during nighttime since it does not require light to detect the objects. Applications of this technology span into various sectors, most importantly in border security to detect any incoming hazards. Object detection and classification are generally difficult with thermal imaging. In this paper, a one-stage deep convolution network-based object detection and classification called retina net is introduced. Existing surveys are based on object detection using infrared information obtained from the objects. This research is focused on detecting and identifying objects from thermal images and surveillance data.

Funder

project 38 PFE in the frame of the program

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

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1. Enhanced-YOLOv8: A new small target detection model;Digital Signal Processing;2024-10

2. Stress concentration identification based on YOLOv8n algorithm;International Conference on Algorithms, Software Engineering, and Network Security;2024-04-26

3. Evaluation of Preferences for a Thermal-Camera-Based Abnormal Situation Detection Service via the Integrated Fuzzy AHP/TOPSIS Model;Applied Sciences;2023-10-23

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