6 papers
The DeepSpeak-Agentic Dataset
Sarah Barrington, Maty Bohacek, Hany Farid
We present DeepSpeak-Agentic, a dataset of videos comprising over 37 hours of semi-structured conversations between a human and an embodied AI agent. We use this dataset to evaluat…
The DeepSpeak Dataset
Sarah Barrington, Maty Bohacek, Hany Farid
Deepfakes represent a growing concern across domains such as disinformation, fraud, and non-consensual media. In particular, the rise of video conference and identity-driven attack…
GenAI Confessions: Black-box Membership Inference for Generative Image Models
Matyas Bohacek, Hany Farid
From a simple text prompt, generative-AI image models can create stunningly realistic and creative images bounded, it seems, by only our imagination. These models have achieved thi…
Human Action CLIPs: Detecting AI-generated Human Motion
Matyas Bohacek, Hany Farid
AI-generated video generation continues its journey through the uncanny valley to produce content that is increasingly perceptually indistinguishable from reality. To better protec…
Nepotistically Trained Generative-AI Models Collapse
Matyas Bohacek, Hany Farid
Trained on massive amounts of human-generated content, AI-generated image synthesis is capable of reproducing semantically coherent images that match the visual appearance of its t…
People are poorly equipped to detect AI-powered voice clones
Sarah Barrington, Emily A. Cooper, Hany Farid
As generative artificial intelligence (AI) continues its ballistic trajectory, everything from text to audio, image, and video generation continues to improve at mimicking human-ge…