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This paper makes a first attempt to bring the Shape from Polarization (SfP) problem to the realm of deep learning.
Polarization vision: A new sensory approach to image understanding
Lawrence B. Wolff · 1997
Earlier work this paper cites.
Unambiguous determination of shape from photometric stereo with unknown light sources
Ondrej Drbohlav and Radim Sara · 2001
Earlier work this paper cites.
Polarization-based inverse rendering from a single view
Daisuke Miyazaki, Robby T Tan, Kenji Hara, and Katsushi Ikeuchi · 2003
Earlier work this paper cites.
Transparent surface modeling from a pair of polarization images
Daisuke Miyazaki, Masataka Kagesawa, and Katsushi Ikeuchi · 2004
Earlier work this paper cites.
Multi-view surface reconstruction using polarization
Gary A. Atkinson and Edwin R. Hancock · 2005
Earlier work this paper cites.
Recovery of surface orientation from diffuse polarization
Gary A Atkinson and Edwin R Hancock · 2006
Earlier work this paper cites.
Rapid acquisition of specular and diffuse normal maps from polarized spherical gradient illumination
Wan-Chun Ma, Tim Hawkins, Pieter Peers, Charles-Felix Chabert, Malte Weiss, and Paul Debevec · 2007
Earlier work this paper cites.
Circularly polarized spherical illumination reflectometry
Abhijeet Ghosh, Tongbo Chen, Pieter Peers, Cyrus A Wilson, and Paul Debevec · 2010
Earlier work this paper cites.
Shape and refractive index recovery from single-view polarisation images
Cong Phuoc Huynh, A. Robles-Kelly, and Edwin R. Hancock · 2010
Earlier work this paper cites.
Mitsuba renderer, 2010
Wenzel Jakob · 2010
Earlier work this paper cites.
Multiview face capture using polarized spherical gradient illumination
Abhijeet Ghosh, Graham Fyffe, Borom Tunwattanapong, Jay Busch, Xueming Yu, and Paul Debevec · 2011
Earlier work this paper cites.
Estimating surface normals from spherical stokes reflectance fields
Giuseppe Claudio Guarnera, Pieter Peers, Paul Debevec, and Abhijeet Ghosh · 2012
Earlier work this paper cites.
Direct method for shape recovery from polarization and shading
Ali H Mahmoud, Moumen T El-Melegy, and Aly A Farag · 2012
Earlier work this paper cites.
Shape and refractive index from single-view spectro-polarimetric images
Cong Phuoc Huynh, A. Robles-Kelly, and Edwin R. Hancock · 2013
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
Earlier work this paper cites.
From shading to local shape
Ying Xiong, Ayan Chakrabarti, Ronen Basri, Steven J Gortler, David W Jacobs, and Todd Zickler · 2014
Earlier work this paper cites.
Batch normalization: Accelerating deep network training by reducing internal covariate shift
Sergey Ioffe and Christian Szegedy · 2015
Earlier work this paper cites.
Polarized 3D: High-quality depth sensing with polarization cues
Achuta Kadambi, Vage Taamazyan, Boxin Shi, and Ramesh Raskar · 2015
Earlier work this paper cites.
Shape and light directions from shading and polarization
Trung Thanh Ngo, Hajime Nagahara, and Rin-ichiro Taniguchi · 2015
Earlier work this paper cites.
U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
Earlier work this paper cites.
Self-calibrating imaging polarimetry
Yoav Y Schechner · 2015
Earlier work this paper cites.
Highway networks
Rupesh Kumar Srivastava, Klaus Greff, and Jürgen Schmidhuber · 2015
Cited alongside, same era.
Deep networks with stochastic depth
Gao Huang, Yu Sun, Zhuang Liu, Daniel Sedra, and Kilian Weinberger · 2016
Cited alongside, same era.
Surface normal estimation of black specular objects from multiview polarization images
Daisuke Miyazaki, Takuya Shigetomi, Masashi Baba, Ryo Furukawa, Shinsaku Hiura, and Naoki Asada · 2016
Cited alongside, same era.
Linear depth estimation from an uncalibrated, monocular polarisation image
William A. P. Smith, Ravi Ramamoorthi, and Silvia Tozza · 2016
Cited alongside, same era.
Polarisation photometric stereo
Gary A. Atkinson · 2017
Cited alongside, same era.
Depth from stereo polarization in specular scenes for urban robotics
Kai Berger, Randolph Voorhies, and Larry H. Matthies · 2017
Cited alongside, same era.
Single-image SVBRDF capture with a rendering-aware deep network
Valentin Deschaintre, Miika Aittala, Fredo Durand, George Drettakis, and Adrien Bousseau · 2018
Later among the works it cites.
CNN-PS: CNN-based photometric stereo for general non-convex surfaces
Satoshi Ikehata · 2018
Later among the works it cites.
Materials for masses: SVBRDF acquisition with a single mobile phone image
Zhengqin Li, Kalyan Sunkavalli, and Manmohan Chandraker · 2018
Later among the works it cites.
Learning to reconstruct shape and spatially-varying reflectance from a single image
Zhengqin Li, Zexiang Xu, Ravi Ramamoorthi, Kalyan Sunkavalli, and Manmohan Chandraker · 2018
Later among the works it cites.
Single-photon 3D imaging with deep sensor fusion
David B. Lindell, Matthew O’Toole, and Gordon Wetzstein · 2018
Later among the works it cites.
https://thinklucid.com/product/phoenix-5-0-mp-polarized-model/
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Polarimetric multi-view stereo
Zhaopeng Cui, Jinwu Gu, Boxin Shi, Ping Tan, and Jan Kautz · 2017
Cited alongside, same era.
Depth sensing using geometrically constrained polarization normals
Achuta Kadambi, Vage Taamazyan, Boxin Shi, and Ramesh Raskar · 2017
Cited alongside, same era.
Physics-guided neural networks (PGNN): an application in lake temperature modeling
Anuj Karpatne, William Watkins, Jordan Read, and Vipin Kumar · 2017
Cited alongside, same era.
Modeling surface appearance from a single photograph using self-augmented convolutional neural networks
Xiao Li, Yue Dong, Pieter Peers, and Xin Tong · 2017
Cited alongside, same era.
Deeptof: off-the-shelf real-time correction of multipath interference in time-of-flight imaging
Julio Marco, Quercus Hernandez, Adolfo Munoz, Yue Dong, Adrian Jarabo, Min H Kim, Xin Tong, and Diego Gutierrez · 2017
Cited alongside, same era.
Automatic differentiation in pytorch
Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan, Edward Yang, Zachary DeVito, Zeming Lin, Alban Desmaison, Luca Antiga, and Adam Lerer · 2017
Cited alongside, same era.
Lucid Vision Phoenix polarization camera · 2018
Later among the works it cites.
Dynamic heterodyne interferometry
Tomohiro Maeda, Achuta Kadambi, Yoav Y Schechner, and Ramesh Raskar · 2018
Later among the works it cites.
Uncalibrated photometric stereo under natural illumination
Zhipeng Mo, Boxin Shi, Feng Lu, Sai-Kit Yeung, and Yasuyuki Matsushita · 2018
Later among the works it cites.
SfSnet: Learning shape, reflectance and illuminance of faces in the wild
Soumyadip Sengupta, Angjoo Kanazawa, Carlos D Castillo, and David W Jacobs · 2018
Later among the works it cites.
https://www.einscan.com/einscan-se-sp
SHINING 3D scanner · 2018
Later among the works it cites.
Height-from-polarisation with unknown lighting or albedo
William A. P. Smith, Ravi Ramamoorthi, and Silvia Tozza · 2018
Later among the works it cites.
Deep end-to-end time-of-flight imaging
Shuochen Su, Felix Heide, Gordon Wetzstein, and Wolfgang Heidrich · 2018
Later among the works it cites.
Flash photography for data-driven hidden scene recovery
Matthew Tancik, Guy Satat, and Ramesh Raskar · 2018
Later among the works it cites.
Data-driven non-line-of-sight imaging with a traditional camera
Matthew Tancik, Tristan Swedish, Guy Satat, and Ramesh Raskar · 2018
Later among the works it cites.
Neural inverse rendering for general reflectance photometric stereo
Tatsunori Taniai and Takanori Maehara · 2018
Later among the works it cites.
Self-calibrating polarising radiometric calibration
Daniel Teo, Boxin Shi, Yinqiang Zheng, and Sai-Kit Yeung · 2018
Later among the works it cites.
Polarimetric dense monocular SLAM
Luwei Yang, Feitong Tan, Ao Li, Zhaopeng Cui, Yasutaka Furukawa, and Ping Tan · 2018
Later among the works it cites.
Single image surface appearance modeling with self-augmented cnns and inexact supervision
Wenjie Ye, Xiao Li, Yue Dong, Pieter Peers, and Xin Tong · 2018
Later among the works it cites.
Semantic image synthesis with spatially-adaptive normalization
Taesung Park, Ming-Yu Liu, Ting-Chun Wang, and Jun-Yan Zhu · 2019
Closest in time.
A benchmark dataset and evaluation for non-Lambertian and uncalibrated photometric stereo
Boxin Shi, Zhipeng Mo, Zhe Wu, Dinglong Duan, Sai-Kit Yeung, and Ping Tan · 2019
Closest in time.
Depth from a polarisation + RGB stereo pair
Dizhong Zhu and William A. P. Smith · 2019
Closest in time.