Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging

21 April 2022

Papers citing "Physics vs. Learned Priors: Rethinking Camera and Algorithm Design for Task-Specific Imaging"

45 / 45 papers shown

Title
Learning Spatially Varying Pixel Exposures for Motion Deblurring Cindy M. Nguyen Julien N. P. Martel Gordon Wetzstein 40 16 0 14 Apr 2022
Physically Disentangled Representations Tzofi Klinghoffer Kushagra Tiwary Arkadiusz Balata Vivek Sharma Ramesh Raskar 3DV OCL CoGe DRL 51 1 0 11 Apr 2022
Towards Learning Neural Representations from Shadows Kushagra Tiwary Tzofi Klinghoffer Ramesh Raskar 26 15 0 29 Mar 2022
NeROIC: Neural Rendering of Objects from Online Image Collections Zhengfei Kuang Kyle Olszewski Menglei Chai Zeng Huang Panos Achlioptas Sergey Tulyakov 3DH 42 43 0 07 Jan 2022
Advances in Neural Rendering A. Tewari Justus Thies B. Mildenhall P. Srinivasan E. Tretschk ... S. Fanello Jun Zhu Gordon Wetzstein Michael Zollhoefer D. B. Goldman 3DH AI4CE 97 450 0 10 Nov 2021
DeepABM: Scalable, efficient and differentiable agent-based simulations via graph neural networks Ayush Chopra E. Gel J. Subramanian Balaji Krishnamurthy S. Romero-Brufau K. Pasupathy T. Kingsley Ramesh Raskar AI4CE 21 5 0 09 Oct 2021
Deep Direct Volume Rendering: Learning Visual Feature Mappings From Exemplary Images J. Weiss Nassir Navab MedIm 73 9 0 09 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 178 7,765 0 11 May 2021
FiG-NeRF: Figure-Ground Neural Radiance Fields for 3D Object Category Modelling Christopher Xie Keunhong Park Ricardo Martín Brualla Matthew A. Brown 46 56 0 17 Apr 2021
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation Karl Stelzner Kristian Kersting Adam R. Kosiorek 113 108 0 02 Apr 2021
Shelf-Supervised Mesh Prediction in the Wild Yufei Ye Shubham Tulsiani Abhinav Gupta 158 78 0 11 Feb 2021
NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis Pratul P. Srinivasan Boyang Deng Xiuming Zhang Matthew Tancik B. Mildenhall Jonathan T. Barron 73 602 0 07 Dec 2020
NeRD: Neural Reflectance Decomposition from Image Collections Mark Boss Raphael Braun Varun Jampani Jonathan T. Barron Ce Liu Hendrik P. A. Lensch 81 514 0 07 Dec 2020
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang Wenzheng Chen Huan Ling Jun Gao Yinan Zhang Antonio Torralba Sanja Fidler DRL 130 139 0 18 Oct 2020
Miniscope3D: optimized single-shot miniature 3D fluorescence microscopy Kyrollos Yanny N. Antipa W. Liberti S. Dehaeck Kristina Monakhova F. Liu Konlin Shen Ren Ng Laura Waller 22 112 0 12 Oct 2020
Spectral DiffuserCam: lensless snapshot hyperspectral imaging with a spectral filter array Kristina Monakhova Kyrollos Yanny Neerja Aggarwal Laura Waller 43 127 0 15 Jun 2020
State of the Art on Neural Rendering A. Tewari Ohad Fried Justus Thies Vincent Sitzmann Stephen Lombardi ... Christian Theobalt Maneesh Agrawala Eli Shechtman Dan B. Goldman Michael Zollhöfer 3DH 3DV 65 469 0 08 Apr 2020
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis B. Mildenhall Pratul P. Srinivasan Matthew Tancik Jonathan T. Barron R. Ramamoorthi Ren Ng 114 2,597 0 19 Mar 2020
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar AI4CE PINN 43 210 0 28 Jan 2020
Blending Diverse Physical Priors with Neural Networks Yunhao Ba Guangyuan Zhao A. Kadambi PINN AI4CE 20 32 0 01 Oct 2019
Learned reconstructions for practical mask-based lensless imaging Kristina Monakhova Joshua Yurtsever Grace Kuo N. Antipa Kyrollos Yanny Laura Waller 36 110 0 30 Aug 2019
Deep Optics for Single-shot High-dynamic-range Imaging Christopher A. Metzler H. Ikoma Yifan Peng Gordon Wetzstein 52 159 0 01 Aug 2019
High Speed and High Dynamic Range Video with an Event Camera Henri Rebecq René Ranftl V. Koltun Davide Scaramuzza 60 581 0 15 Jun 2019
Deferred Neural Rendering: Image Synthesis using Neural Textures Justus Thies Michael Zollhöfer Matthias Nießner 3DH 71 679 0 28 Apr 2019
Feature Forwarding for Efficient Single Image Dehazing Peter Morales Tzofi Klinghoffer S. J. Lee 45 28 0 19 Apr 2019
Deep Optics for Monocular Depth Estimation and 3D Object Detection Julie Chang Gordon Wetzstein MDE 3DPC 74 193 0 18 Apr 2019
Data-Driven Design for Fourier Ptychographic Microscopy Michael R. Kellman E. Bostan Michael Chen Laura Waller 36 62 0 08 Apr 2019
Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning Shichen Liu Tianye Li Weikai Chen Hao Li 3DV 83 695 0 03 Apr 2019
Automatic ISP image quality tuning using non-linear optimization Jun Nishimura Timo Gerasimow R. Sushma Aleksandar Sutic Chyuan-Tyng Wu G. Michael 31 37 0 24 Feb 2019
Inverse Transport Networks Chengqian Che Fujun Luan Shuang Zhao Kavita Bala Ioannis Gkioulekas 3DV 49 39 0 28 Sep 2018
Deep Appearance Models for Face Rendering Stephen Lombardi Jason M. Saragih Tomas Simon Yaser Sheikh CVBM 3DH 59 283 0 01 Aug 2018
Geo-Supervised Visual Depth Prediction Xiaohan Fei A. Wong Stefano Soatto MDE 44 73 0 30 Jul 2018
IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesis Huaibo Huang Zhihang Li Ran He Zhenan Sun Tieniu Tan DRL 49 266 0 17 Jul 2018
DeepToF: Off-the-Shelf Real-Time Correction of Multipath Interference in Time-of-Flight Imaging Julio Marco Quercus Hernandez A. Muñoz Yue Dong A. Jarabo Min H. Kim Xin Tong Diego F. F. Gutierrez 30 73 0 23 May 2018
Learning to See in the Dark Cheng Chen Qifeng Chen Jia Xu V. Koltun 278 1,181 0 04 May 2018
Learning Depth from Single Images with Deep Neural Network Embedding Focal Length Lei He Guanghui Wang Zhanyi Hu MDE 52 173 0 27 Mar 2018
Continual Lifelong Learning with Neural Networks: A Review G. I. Parisi Ronald Kemker Jose L. Part Christopher Kanan S. Wermter KELM CLL 154 2,879 0 21 Feb 2018
Reblur2Deblur: Deblurring Videos via Self-Supervised Learning Huaijin Chen Liang Feng Orazio Gallo Ming-Yuan Liu Ashok Veeraraghavan Jan Kautz 69 86 0 16 Jan 2018
DiffuserCam: Lensless Single-exposure 3D Imaging N. Antipa Grace Kuo Reinhard Heckel B. Mildenhall E. Bostan Ren Ng Laura Waller VGen 65 394 0 05 Oct 2017
Convolutional neural networks that teach microscopes how to image R. Horstmeyer Richard Y. Chen Barbara Kappes B. Judkewitz 98 59 0 21 Sep 2017
Dirty Pixels: Towards End-to-End Image Processing and Perception Steven Diamond Vincent Sitzmann Frank D. Julca-Aguilar Stephen P. Boyd Gordon Wetzstein Felix Heide 104 54 0 23 Jan 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 65 2,118 0 11 Nov 2016
Learning the image processing pipeline Haomiao Jiang Qiyuan Tian J. Farrell B. Wandell 34 50 0 30 May 2016
Learning Sensor Multiplexing Design through Back-propagation Ayan Chakrabarti SSL 58 126 0 23 May 2016
Shape from Mixed Polarization Vage Taamazyan A. Kadambi Ramesh Raskar 32 22 0 06 May 2016