Generative Models: What do they know? Do they know things? Let's find out! 1Toyota Technological Institute at Chicago, 2Adobe INTRINSIC LoRA (I-LoRA) uncovers the hidden capabilities of generative models like VQGAN, StyleGAN-XL, StyleGAN-v2, and Stable Diffusion. I-LoRA modulates key feature maps to extract intrinsic scene properties such as normals, depth, albedo, and shading, using the models' existing decoders without additional layers, revealing their deep understanding of scene intrinsics....