Just how confident are we that the images and videos on our platforms really match the labels they carry? We are increasingly reliant on visual systems to detect, flag, and classify adult content, and those decisions shape moderation, revenue, and user trust. Challenges we face: Ambiguous imagery. Cultural variation. Adversarial …








