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[R] "Generative Models: What do they know? Do they know things? Let's find out!". Quote from paper: "Our findings reveal that all types of the generative models we study contain rich information about scene intrinsics [normals, depth, albedo, and sha
Feb. 23, 2024, 2:51 p.m. | /u/Wiskkey
Machine Learning www.reddit.com
Abstract:
>Generative models have been shown to be capable of synthesizing highly detailed and realistic images. It is natural to suspect that they implicitly learn to model some image intrinsics such as surface normals, depth, or shadows. In this paper, we present compelling evidence that generative models indeed internally produce high-quality scene intrinsic maps. We introduce Intrinsic LoRA (I LoRA), a universal, plug-and-play approach that transforms any generative model into …
abstract evidence generative generative models image images indeed intrinsic learn lora machinelearning maps natural paper quality surface
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