Imago Veritas: Detecting AI Generated Images Using CNN
AI-generated images pose substantial risks, such as misinformation, identity theft, and digital fraud. Our project is focused on creating a Convolutional Neural Network (CNN) model to effectively identify AI-generated images. Through the implementation of advanced data preprocessing and augmentation techniques, we successfully increased the model's accuracy from 56% to 91%. This improvement underscores the efficacy of our approach in reliably detecting AI-generated images and addressing associated risks.
Authors
- Vikesh S. Nage
- Gayatri G. Kodag
- Kunal M. Goyal
- Darshan R. Marale
- Harshvardhan R. Mogal
- Madhura Kulkarni (ORCID: https://orcid.org/0000-0002-6889-5985)
- Smita Mande
Publication Details
- Published
- 2024-12-20
- DOI
- https://doi.org/10.1109/icaiqsa64000.2024.10882209
- Primary Topic
- Advanced Neural Network Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00