Arab-DF: An Arabic-Media Visual Deepfake Dataset and a Reproducibility-Controlled Cross-Dataset Benchmark
Deepfake detectors are rarely evaluated on Arabic-media content. We introduce Arab-DF, an Arabic-media visual deepfake dataset of 1066 authentic and 11,240 manipulated videos covering four manipulation families. Thirteen public detector checkpoints are evaluated zero-shot under a common protocol, and each must first re...