TrueNews-AI Powered Detection of Manipulated Text and Images
Abstract
The widespread use of digital media has amplified the challenge of distinguishing between authentic and false information. To tackle this issue, we developed True News, an advanced system designed to verify news authenticity using a combination of Optical Character Recognition (OCR), deep learning models based on BERT, and real-time news validation. Our approach involves extracting text from images via OCR, analyzing the extracted content using a pretrained BERT model, and cross-referencing the information with credible news sources through real-time APIs such as News API and Currents API. By employing a multi-layered verification process, our system effectively detects misinformation in both textual and image-based news.
Keywords:
Machine Learning, Deep Learning, Real-Time News Verification, News API, Misinformation Detection, Content Authenticity.
Published
Issue
Section
License
Copyright (c) 2025 International Journal on Emerging Research Areas
This work is licensed under a Creative Commons Attribution 4.0 International License.
All published work in this journal is licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0). This license permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
How to Cite
Similar Articles
- Aashish Tom Raju, Aneesh Varghese John, Ashish Shabu, Bibin Babu, Anishamol Abraham, Vision-Based Surveillance for Malpractice Detection: An Analysis of Pose Estimation and Object Detection , International Journal on Emerging Research Areas: Vol. 6 No. 2 (2026): IJERA
- Aashish Tom Raju, Aneesh Varghese John, Ashish Shabu, Bibin Babu, Anishamol Abraham, Vision-Based Surveillance for Malpractice Detection: An Analysis of Pose Estimation and Object Detection , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Dr. Indu John, Gauri Santhosh, Jesna Susan Reji, Abdul Musawir, Glady Prince, Detection of Autism Spectrum Disorder in Toddlers using Machine Learning , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Parvathy V A, Irfana Parveen C A, Alisha K A, Reshma P R, Manu Krishna C P, Detection of Diabetic Retinopathy and Glaucoma using Deep Learning , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Nikita Niteen , Simy Mary Kurian, Exploring Explainable AI, Security and Beyond : A Comprehensive Review , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
- Muneebah Mohyiddeen, Sana T.H, Anoodh Hussain, Nandana P Narayanan, Sneha Soman, DGCURE: Model for Detection of Dysgraphia , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Jeswin Sabu, Kevin Biju Kulangara, Prapanch J, Stephin Mathew, Vimal Babu P, GestureMate: An AI-Driven System for Real-Time Malayalam Sign Language and Speech Translation , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Anishamol Abraham, Elbin Santhosh, Diliya Saji, Edwin Roy, Catherine Achu Punnoose, AI Revolutionizing Fashion: A Review of Algorithms and Applications , International Journal on Emerging Research Areas: Vol. 4 No. 2 (2024): IJERA
- Er. Prince Abraham, AssistVoice: A Voice-Based Visual Routine Learning System for Children , International Journal on Emerging Research Areas: Vol. 6 No. 1 (2026): IJERA
- Dr nitha C Vellayudan, Akshay K.P, Muhamed Adhil P.M, C.A Sivasankar , Crop Yield and Price Prediction , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
You may also start an advanced similarity search for this article.