Lastone Banda

A Hybrid CNN–LSTM Framework with Explainable AI for Robust Deepfake Detection

A robust, explainable detection framework is presented that combines a CNN backbone for extracting spatial artifacts with an LSTM module for modeling temporal inconsistencies across frames that enhances forensic decision support and increases practical readiness for content verification systems.