raiyaanabdullah/UCF101-AD

A large-scale action-denial benchmark for evaluating whether video MLLMs can reject absent actions under misleading contextual and motion cues.
For more details, please visit-
Project page: [https://raiyaan-abdullah.github.io/Learn-to-Deny-webpage)

This dataset comprises short clips extracted from publicly available YouTube videos for research, educational, and non-commercial purposes. It is intended to qualify as fair use under U.S. copyright law (Section 107), given its transformative nature, use of limited portions, non-commercial intent, and public benefit without substituting for original works. No ownership is claimed over the original content, which remains with respective copyright holders, and the dataset is provided "as is" without warranties or liability. Respect privacy and ethical guidelines, avoid harmful uses, and contact me for takedown requests if you believe rights are infringed.