Exploring Autonomous Methods for Deepfake Detection: A Detailed Survey on Techniques and Evaluation

R Sunil, P Mer, A Diwan, R Mahadeva, A Sharma - Heliyon, 2025 - cell.com
The fast progress of deepfake technology has caused a huge overlap between reality and
deceit, leading to substantial worries over the authenticity of dig-ital media content …

Enhancing Deepfake Detection: Leveraging Deep Models for Video Authentication

V Sundaram, B Senthil, S Vekkot - 2024 15th International …, 2024 - ieeexplore.ieee.org
This research endeavors to revolutionize deepfake detection by achieving unparalleled
accuracy with a modest dataset. Leveraging CNN-based feature extractors and either CNN …

Efficientnet-Based Deep Learning Approach for Video Forgery Detection and Authentication

VG Priyaa, MJ Harrish, M Udhayakumar… - 2024 10th …, 2024 - ieeexplore.ieee.org
The technological advancements in artificial intelligence have made it a lot easier to create
forged videos that are difficult to distinguish from reality. Fake videos also called deep fakes …

DeepFake Videos Detection and Classification Using Resnext and LSTM Neural Network

S Patel, SK Chandra, A Jain - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Deepfake videos, which are artificial intelligence-altered videos that have acquired
extensive awareness recently. Deep learning algorithms are utilized to create these …

Detection of fake images generated by deep learning

SM Monteiro - 2024 - repositorio.ipv.pt
During the last few years, the amount of audiovisual content produced is continually
increasing with technology development. Along with this growth comes the availability of the …