3 papers
cs.CV2025
Lossy Compression with Pretrained Diffusion Models
Jeremy Vonderfecht, Feng Liu
We apply the DiffC algorithm (Theis et al. 2022) to Stable Diffusion 1.5, 2.1, XL, and Flux-dev, and demonstrate that these pretrained models are remarkably capable lossy image com…
cs.CV2024
Fingerprints of Super Resolution Networks
Jeremy Vonderfecht, Feng Liu
Several recent studies have demonstrated that deep-learning based image generation models, such as GANs, can be uniquely identified, and possibly even reverse-engineered, by the fi…
cs.CV2024
Predicting the Encoding Error of SIRENs
Jeremy Vonderfecht, Feng Liu
Implicit Neural Representations (INRs), which encode signals such as images, videos, and 3D shapes in the weights of neural networks, are becoming increasingly popular. Among their…