IJRTI
International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.14 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)

Call For Paper

For Authors

Forms / Download

Published Issue Details

Editorial Board

Other IMP Links

Facts & Figure

Impact Factor : 8.14

Issue per Year : 12

Volume Published : 11

Issue Published : 117

Article Submitted : 21307

Article Published : 8476

Total Authors : 22301

Total Reviewer : 802

Total Countries : 156

Indexing Partner

Licence

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License
Published Paper Details
Paper Title: Automated Road Extraction & Change Detection
Authors Name: Ms. Shinde Kirti P , Ms. Mandale Aarti R. , Ms. Shinde Aditi U. , Ms. Shirtsath Sakshi D. , Mr. S. T. Patil
Download E-Certificate: Download
Author Reg. ID:
IJRTI_206207
Published Paper Id: IJRTI2509069
Published In: Volume 10 Issue 9, September-2025
DOI:
Abstract: This project proposes an IoT-enabled Android application for automated road extraction and condition monitoring using satellite and on-ground imagery. The hardware module employs NodeMCU and ESP32-CAM to capture real-time road surface images, which are uploaded to Firebase for cloud-based storage and processing. A Convolutional Neural Network (CNN), trained in Python and converted into TensorFlow Lite (TFLite), performs feature extraction and classifies road quality into good, moderate, or poor categories. To further enhance decision-making, a questionnaire interface within the app collects contextual data such as traffic load, usage duration, and location information. A Decision Tree algorithm integrates these metadata inputs with CNN outputs, producing a more reliable classification.
Keywords:
Cite Article: "Automated Road Extraction & Change Detection", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 9, page no.a614-a618, September-2025, Available :http://www.ijrti.org/papers/IJRTI2509069.pdf
Downloads: 0001420
ISSN: 2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publication Details: Published Paper ID: IJRTI2509069
Registration ID:206207
Published In: Volume 10 Issue 9, September-2025
DOI (Digital Object Identifier):
Page No: a614-a618
Country: Nashik, Maharashtra, India
Research Area: Engineering
Publisher : IJ Publication
Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2509069
Published Paper PDF: https://www.ijrti.org/papers/IJRTI2509069
Share Article:

Share Facebook Twitter Google+ Pinterest LinkedIn Email Tumblr WhatsApp Google Gmail

Click Here to Download This Article

Article Preview
Click Here to Download This Article
Major Indexing from www.ijrti.org
Google Scholar ResearcherID Thomson Reuters Mendeley : reference manager Academia.edu
arXiv.org : cornell university library Research Gate CiteSeerX DOAJ : Directory of Open Access Journals
DRJI Index Copernicus International Scribd DocStoc

ISSN Details

ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED, Journal Starting Year (ESTD) : 2016

DOI (A digital object identifier)


Providing A digital object identifier by DOI.ONE
How to Get DOI?

Conference

Open Access License Policy

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License

Creative Commons License This material is Open Knowledge This material is Open Data This material is Open Content

Important Details

Join RMS/Earn 300
IJRTI

WhatsApp
Click Here

Indexing Partner
Copyright © 2026 - All Rights Reserved - IJRTI