Logo
  • Home
  • About Us
    • Aim and Scope
    • Research Area
    • Impact Factor
    • Indexing
  • For Authors
    • Authors Guidelines
    • How to publish paper?
    • Download Paper format
    • Submit Manuscript
    • Processing Charges
    • Download Copyrights Form
    • Submit Payment-Copyrights
  • Archives
    • Current Issues
    • Past Issues
    • Conference Issues
    • Special Issues
    • Advance Search
  • IJARIIE Board
    • Join as IJARIIE Board
    • Advisory Board
    • Editorial Board
    • Sr. Reviewer Board
    • Jr. Reviewer Board
  • Proposal
    • Conferece Proposal
    • Special Proposal
    • Faqs
  • Contact Us
  • Payment Detail

Call for Papers:Vol.11 Issue.6

Submission
Last date
28-Dec-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-6. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

  • How to Publish Paper
  • Submit Manuscript
  • Processing Charges
  • Submit Payment

Archives

  • Current Issue
  • Past Issue

IJARIIE Board

  • Member Of Board
  • Join As Board

Downloads

  • Authors Guidelines
  • Manuscript Template
  • Copyrights Form

Android App

Download IJARIIE APP
  • Authors
  • Abstract
  • Citations
  • Downloads
  • Similar-Paper

Authors

Title: :  A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames
PaperId: :  27650
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 6 2025
DUI:    16.0415/IJARIIE-27650
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Varshini RAlva’s Institute of Engineering and Technology, Karnataka, India
Vamshi P DasAlva’s Institute of Engineering and Technology, Karnataka, India
Vani Veda Sri SRAlva’s Institute of Engineering and Technology, Karnataka, India
Unnath Alva’s Institute of Engineering and Technology, Karnataka, India
Pradeep NayakAlva’s Institute of Engineering and Technology, Karnataka, India

Abstract

Computer Science and Engineering
Smoke Detection, Infrared Imaging, Dual CNN, Deep Learning, IoT Integration, Fire Safety
This review looks at the latest achievements in smoke detection for infrared based on Dual Convolutional Neural Networks (Dual-CNNs). Traditional photoelectric and ionization sensors are slow or unreliable at night, in confined spaces or under heavy dust loads. Infrared (IR) imaging provides a means of illumination which is independent from lighting, and deep learning increases recognition accuracy. The architecture under review, proposed by Deng et al. (2024), uses two parallel CNNs: one extracts spatial grainy aspects from IR frames for the other extracts temporal information motion cues extracted from video sequences. The fused feature set provides a robust early-warning capability with fewer false alarms. This paper provides a summary of related work (2015-2025), describes the dual-CNN approach, summarizes comparison metrics and provides discussion around IoT-based deployment. In terms of research results, we demonstrate precision ≈ 94%, recall ≈ 92%, and greater adaptability than either YOLOv5 or ResNet. Finally, we summarize current and future limitations presented by dataset extension, model compression, and multimodal fusion.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. "A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 6 2025 Page 245-253
MLA Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. "A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames." International Journal Of Advance Research And Innovative Ideas In Education 11.6(2025) : 245-253.
APA Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , & Pradeep Nayak. (2025). A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames. International Journal Of Advance Research And Innovative Ideas In Education, 11(6), 245-253.
Chicago Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. "A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 6 (2025) : 245-253.
Oxford Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. 'A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, 2025, p. 245-253. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/A_Review_on_Smoke_Detection_Using_Dual_Convolutional_Networks_from_Infrared_Frames_ijariie27650.pdf (Accessed : ).
Harvard Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. (2025) 'A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames', International Journal Of Advance Research And Innovative Ideas In Education, 11(6), pp. 245-253IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/A_Review_on_Smoke_Detection_Using_Dual_Convolutional_Networks_from_Infrared_Frames_ijariie27650.pdf (Accessed : )
IEEE Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak, "A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 6, pp. 245-253, Nov-Dec 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/A_Review_on_Smoke_Detection_Using_Dual_Convolutional_Networks_from_Infrared_Frames_ijariie27650.pdf [Accessed : ].
Turabian Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. "A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 6 ().
Vancouver Varshini R, Vamshi P Das, Vani Veda Sri SR, Unnath , and Pradeep Nayak. A Review on Smoke Detection Using Dual Convolutional Networks from Infrared Frames. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(6) : 245-253. Available from: https://ijariie.com/AdminUploadPdf/A_Review_on_Smoke_Detection_Using_Dual_Convolutional_Networks_from_Infrared_Frames_ijariie27650.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
SHADOW THE WEB BROWSERComputer Science and EngineeringLakshmi Narayan S Download
SECUHIRE – AI-POWERED INTERVIEW DETECTION SYSTEMComputer Engineering Tharun R Download
Early Detection Of Electrical Fault Line Using Artificial IntelligenceElectrical Engineering , Computer Science , Artificial IntelligenceRakshitha R Download
Real Time Object Detection Tracking using YOLO and Deep SORTInformation science and engineeringNandan M R Download
An AI-Integrated Intelligent Health Advisory System with Machine-Learning-Based Ayurvedic Formulation RecommendationInformation Science EngineeringSrinidhi G Download
Blockchain-Based Decentralized Medical Health Management System using Smart Contracts and IPFS Information Science and EngineeringVarun V Download
Precision Agriculture Using Machine Learning and IOTComputer Science and EngineeringRamesh B E Download
A Secure Blockchain Based Voting SystemComputer Science and EngineeringSagar K R Download
Chatbot based helpdesk for Government employee and departmentsComputer science & Engineering(Cyber Security Engineerting)Dr. Shanthi S Download
Zero Trust ArchitectureComputer EngineeringAditya Yanna Download
Intelligent IoT Security Monitoring: Enhancing Optimum-Path Forest Classifiers with Fuzzy Logic:A Comprehensive ReviewComputer science and engineeringK Vijay kumar Download
Towards Efficient Resource Allocation and Request Scheduling in Quantum NetworksComputer Engineering Prajna Download
NEURAL NETWORK APPROACHES FOR DDOS ATTACK EFFECT ASSESSMENT: A SYSTEMATIC REVIEWComputer EngineeringAniketh Download
SMART TRAFFIC MANAGEMENT AND CONTROL SYSTEM BASED ON IOTComputer Science EngineeringPriyanka K Download
VOICE COMMAND CALCULATORInformation Science and EngineeringS M Rachana Download
12
For Authors
  • Submit Paper
  • Processing Charges
  • Submit Payment
Archive
  • Current Issue
  • Past Issue
IJARIIE Board
  • Member Of Board
  • Join As Board
Privacy and Policy
Follow us

Contact Info
  • +91-8401209201 (India)
  • +86-15636082010 (China)
  • ijariiejournal@gmail.com
  • M-20/234 Ami Appt,
    Nr.Naranpura Tele-Exch,
    Naranpura,
    Ahemdabad-380063
    Gujarat,India.
Copyright © 2025. IJARIIE. All Rights Reserved.