Compression as Adaptation: Implicit Visual Representation with Diffusion Foundation Models

Zongyu Guo, Jiajun He, Zhaoyang Jia +6

Modern visual generative models acquire rich visual knowledge through large-scale training, yet existing visual representations (such as pixels, latents, or tokens) remain external…