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cs.CV2026
VENI: Variational Encoder for Natural Illumination
Paul Walker, James A. D. Gardner, Andreea Ardelean +2
Inverse rendering is an ill-posed problem, but priors such as illumination priors can help simplify it. Existing work either disregards the spherical and rotation-equivariant natur…
cs.CV2025
TAPVid-360: Tracking Any Point in 360 from Narrow Field of View Video
Finlay G. C. Hudson, James A. D. Gardner, William A. P. Smith
Humans excel at constructing panoramic mental models of their surroundings, maintaining object permanence and inferring scene structure beyond visible regions. In contrast, current…
cs.CV2024
The Sky's the Limit: Re-lightable Outdoor Scenes via a Sky-pixel Constrained Illumination Prior and Outside-In Visibility
James A. D. Gardner, Evgenii Kashin, Bernhard Egger +1
Inverse rendering of outdoor scenes from unconstrained image collections is a challenging task, particularly illumination/albedo ambiguities and occlusion of the illumination envir…