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cs.CV2025
Nuclear Diffusion Models for Low-Rank Background Suppression in Videos
Tristan S. W. Stevens, Oisín Nolan, Jean-Luc Robert +1
Video sequences often contain structured noise and background artifacts that obscure dynamic content, posing challenges for accurate analysis and restoration. Robust principal comp…
cs.CV2024
Sequential Posterior Sampling with Diffusion Models
Tristan S. W. Stevens, Oisín Nolan, Jean-Luc Robert +1
Diffusion models have quickly risen in popularity for their ability to model complex distributions and perform effective posterior sampling. Unfortunately, the iterative nature of…