3 papers
cs.CV2026
Shedding Light: A Benchmark for Evaluating Lighting Understanding in Generative Image Models
Justine Giroux, Jack Oliver Hilliard, Yannick Hold-Geoffroy +2
Accurate modelling of illumination is central to realistic image synthesis and scene understanding. Yet, there is little exploration into whether image generative models are good a…
cs.CV2025
HDR Environment Map Estimation with Latent Diffusion Models
Jack Hilliard, Adrian Hilton, Jean-Yves Guillemaut
We advance the field of HDR environment map estimation from a single-view image by establishing a novel approach leveraging the Latent Diffusion Model (LDM) to produce high-quality…
cs.CV2024
360U-Former: HDR Illumination Estimation with Panoramic Adapted Vision Transformers
Jack Hilliard, Adrian Hilton, Jean-Yves Guillemaut
Recent illumination estimation methods have focused on enhancing the resolution and improving the quality and diversity of the generated textures. However, few have explored tailor…