Digital Image Forgery Detection Using Deep Learning | Machine Learning | Python Final Year Project

Digital Image Forgery Detection Using Deep Learning | Python Final Year IEEE Project. 🛒Buy Link: https://bit.ly/3G86erX (or) To buy this project in ONLINE, Contact: 🔗Email: [email protected], 🌐Website: https://www.jpinfotech.org 🔬Our Proposed Project Title: Digital Image Forgery Detection Using Deep Learning. 💡Implementation Code: PYTHON. 🔬Algorithm / Model Used: CNN Model Architecture. 🌐Web Framework: Flask. 🖥️Frontend: HTML, CSS, JavaScript. 💰Cost (In Indian Rupees): Rs.5000/ 📘Project Abstract: The advent of digital image manipulation tools has exacerbated the proliferation of image forgeries, necessitating robust solutions for their detection. This project presents a novel approach to address this challenge, utilizing Python and Convolutional Neural Network (CNN) model architecture. The CNN model, employed as the core of our forgery detection system, has exhibited remarkable performance. With a training accuracy of 98% and a validation accuracy of 92%, it showcases its efficacy in distinguishing authentic from tampered images. The dataset utilized in this study comprises 12,615 images, consisting of 7,492 authentic (real) images and 5,123 tampered (fake) images, providing a diverse and extensive testbed for evaluation. To enhance the precision of our approach, we incorporate Error Level Analysis (ELA) as a preprocessing step. Each image is resized to a standardized 256x256 resolution, after which ELA is applied. ELA aids in the identification of regions within an image that exhibit varying compression levels. 📌IEEE Base Paper Title: Enhancing Digital Image Forgery Detection Using Transfer Learning. 📌REFERENCE: ASHGAN H. KHALIL, ATEF Z. GHALWASH, HALA ABDEL-GALIL ELSAYED, GOUDA I. SALAMA, AND HAITHAM A. GHALWASH, “Enhancing Digital Image Forgery Detection Using Transfer Learning”, IEEE Access ( Volume: 11), 2023. 🏷️tags: #python #pythonprojects #machinelearningproject #pythonprogramming #pythonprojectforbeginners #pythonprojectideas #pythonmachinelearning #machinelearning #machinelearningpython #finalyearproject #ieeeprojects #finalyearprojects #datascience #datascienceproject #artificialintelligenceproject #projects #deeplearning #deeplearningproject #computerscienceproject #deeplearningprojects #majorprojects #academicprojects #majorproject