Digital Security
SPOTIT.AI
SPOTIT.AI is an advanced deepfake detection system redefining the way we ensure media authenticity. Powered by the innovative MesoInception4 model, it delivers high-accuracy detection of manipulated images and videos, seamlessly integrated with Django for a smooth user experience.
Overview
With the rise of deepfake technology, distinguishing manipulated videos and images has become increasingly critical, posing risks to security, privacy, and trust. Developing a reliable detection system capable of identifying these manipulations with high accuracy was a pressing need.
SPOTIT.AI was created as a sophisticated deepfake detection system, leveraging the MesoInception4 model to achieve high accuracy in identifying altered media. Integrated with Django for seamless application management and connected to the MyriadB server for efficient data handling, SPOTIT.AI addresses the challenge with a robust and scalable solution.
Research
Through an extensive review of deepfake detection techniques, the MesoInception4 model was selected. This model uniquely combines the strengths of MesoNet's compact architecture with Inception modules, enabling it to effectively analyze both local and global features in manipulated media. The research also emphasized integrating a scalable application framework and robust data management system for seamless operation.
Design
The design centered on creating a seamless and intuitive user interface, incorporating secure login functionality, easy uploading of images and videos, and efficient navigation to enhance user engagement and accessibility.
Results
Achieved a robust deepfake detection system with 90.4% accuracy on a dataset of 12,000 images.
Reduced false positives, enhancing the reliability and precision of detections.
Designed an intuitive user interface with secure login and easy navigation.
Enabled seamless upload and analysis of images and videos, ensuring a smooth user experience.
