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Physics-informed machine learning: A survey on problems, methods and applications
Recent advances of data-driven machine learning have revolutionized fields like computer
vision, reinforcement learning, and many scientific and engineering domains. In many real …
vision, reinforcement learning, and many scientific and engineering domains. In many real …
MultiPanoWise: holistic deep architecture for multi-task dense prediction from a single panoramic image
We present a novel holistic deep-learning approach for multi-task learning from a single
indoor panoramic image. Our framework named MultiPanoWise extends vision transformers …
indoor panoramic image. Our framework named MultiPanoWise extends vision transformers …
Weakly-supervised single-view image relighting
We present a learning-based approach to relight a single image of Lambertian and low-
frequency specular objects. Our method enables inserting objects from photographs into …
frequency specular objects. Our method enables inserting objects from photographs into …
Omnisdf: Scene reconstruction using omnidirectional signed distance functions and adaptive binoctrees
We present a method to reconstruct indoor and outdoor static scene geometry and
appearance from an omnidirectional video moving in a small circular sweep. This setting is …
appearance from an omnidirectional video moving in a small circular sweep. This setting is …
Multi-view inverse rendering for large-scale real-world indoor scenes
Z Li, L Wang, M Cheng, C Pan… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
We present a efficient multi-view inverse rendering method for large-scale real-world indoor
scenes that reconstructs global illumination and physically-reasonable SVBRDFs. Unlike …
scenes that reconstructs global illumination and physically-reasonable SVBRDFs. Unlike …
Colorful diffuse intrinsic image decomposition in the wild
Intrinsic image decomposition aims to separate the surface reflectance and the effects from
the illumination given a single photograph. Due to the complexity of the problem, most prior …
the illumination given a single photograph. Due to the complexity of the problem, most prior …
Inverse rendering of translucent objects using physical and neural renderers
In this work, we propose an inverse rendering model that estimates 3D shape, spatially-
varying reflectance, homogeneous subsurface scattering parameters, and an environment …
varying reflectance, homogeneous subsurface scattering parameters, and an environment …
NeISF: neural incident stokes field for geometry and material estimation
Multi-view inverse rendering is the problem of estimating the scene parameters such as
shapes materials or illuminations from a sequence of images captured under different …
shapes materials or illuminations from a sequence of images captured under different …
Towards scalable multi-view reconstruction of geometry and materials
In this paper, we propose a novel method for joint recovery of camera pose, object geometry
and spatially-varying Bidirectional Reflectance Distribution Function (svBRDF) of 3D scenes …
and spatially-varying Bidirectional Reflectance Distribution Function (svBRDF) of 3D scenes …
[HTML][HTML] SPIDER: A framework for processing, editing and presenting immersive high-resolution spherical indoor scenes
Abstract Today's Extended Reality (XR) applications that call for specific Diminished Reality
(DR) strategies to hide specific classes of objects are increasingly using 360° cameras …
(DR) strategies to hide specific classes of objects are increasingly using 360° cameras …