When One Patch Rules Them All: Teaching MLLMs to See What Isn’t There
Image security has an awkward habit of sounding theoretical until the image is inside a business workflow. A product team adds an image-upload feature. A compliance team uses multimodal models to inspect screenshots. A support bot reads photos from customers. A research assistant summarizes figures from PDFs. Everyone understands that the model may occasionally misread an image. That is ordinary error. Annoying, but ordinary. ...