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
- Rohan R Krishna, Ron Mathew Modayil, Tintu Alphonsa Thomas, Saran Sankar, Rosh Aben Jacob, Better Banking: Smart Approach to Financial Decision Making , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Honey Joseph, A Survey and Analysis on Predicting Heart Disease Using Machine Learning Techniques , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Aniruddha Das, Avisikta Modak, The Carbon footprint of Machine Learning Models , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Honey Joseph, Aaron M Vinod, Abin Mathew varghese, Aby Alex, Aleena Sain, Crop Yield Prediction Using ML , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Dr. Indu John, A Adithya, Alwin Rajan, Amal Biso George, Farhaan M Hussain, HEALTH GUARD-A Multiple Disease Prediction Model Based on Machine learning , International Journal on Emerging Research Areas: Vol. 4 No. 1 (2024): IJERA
- Thomas P Reji, Vivek Vinod, Tomin Joe Justin, Sruthij S Nair, Tintu Alphonsa Thomas, Sphere : Smart Event Management Platform with Real-Time Updates and Seamless Collaboration , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Albin , Aarunya Retheep, Adona Shibu, Athul P Shibu, Lis Jose, LanguaGuide -Your personalized AI companion for mastering languages, anytime, anywhere. , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Akhil Mathew Mohan, Alan Maria George, Arathy Baby, Gopika S, Syam Gopi, Abubeker K.M, Real-time Air Quality Index Monitoring and Alert System using IoT Technology , International Journal on Emerging Research Areas: Vol. 3 No. 1 (2023): IJERA
- Fathima N, Febin Cheriyan, Honey Rose Manoj, Jacob George, Bini M Issac, LOCOWORKS Smart hiring platform for skilled workers , International Journal on Emerging Research Areas: Vol. 5 No. 1 (2025): IJERA
- Arun Robin, Tijo Thomas Titus, Ms. Minu Cherian, Improved Handwritten Digit Recognition Using Deep Learning Technique , International Journal on Emerging Research Areas: Vol. 3 No. 2 (2023): IJERA
You may also start an advanced similarity search for this article.