Aarti D. Galdhar, Urmila B. Shelke, Dr. H. B. Jadh

Adaptive Multi-Generator Deep Learning for AI-Generated Image Detection

This study reviews key developments in multi-generator detection and presents an adaptive framework that pairs specialized CNN backbones with transfer learning, dynamic gating weights, and systematic degradation testing, and outlines an efficient route toward modular deployment.