Blending Diverse Physical Priors with Neural Networks

1 October 2019

Papers citing "Blending Diverse Physical Priors with Neural Networks"

38 / 38 papers shown

Title
DARTS+: Improved Differentiable Architecture Search with Early Stopping Hanwen Liang Shifeng Zhang Jiacheng Sun Xingqiu He Weiran Huang Kechen Zhuang Zhenguo Li 61 289 0 13 Sep 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
Neural Illumination: Lighting Prediction for Indoor Environments Shuran Song Thomas Funkhouser 3DV 61 112 0 18 Jun 2019
Block Coordinate Regularization by Denoising Yu Sun Jiaming Liu Ulugbek S. Kamilov 57 84 0 13 May 2019
Combining Physical Simulators and Object-Based Networks for Control Anurag Ajay Maria Bauzá Jiajun Wu Nima Fazeli J. Tenenbaum Alberto Rodriguez L. Kaelbling AI4CE 51 45 0 13 Apr 2019
Heavy Rain Image Restoration: Integrating Physics Model and Conditional Adversarial Learning Ruoteng Li L. Cheong R. Tan 75 349 0 10 Apr 2019
TossingBot: Learning to Throw Arbitrary Objects with Residual Physics Andy Zeng Shuran Song Johnny Lee Alberto Rodriguez Thomas Funkhouser 83 383 0 27 Mar 2019
Deep Shape from Polarization Yunhao Ba Alex Ross Gilbert Franklin Wang Jinfa Yang Rui Chen Yiqin Wang Lei Yan Boxin Shi A. Kadambi 51 14 0 25 Mar 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 93 1,867 0 02 Dec 2018
Learning to Separate Multiple Illuminants in a Single Image Zhuo Hui Ayan Chakrabarti Kalyan Sunkavalli Aswin C. Sankaranarayanan 20 10 0 29 Nov 2018
Neural Lander: Stable Drone Landing Control using Learned Dynamics Guanya Shi Xichen Shi Michael O'Connell Rose Yu Kamyar Azizzadenesheli Anima Anandkumar Yisong Yue Soon-Jo Chung 95 274 0 19 Nov 2018
Inverse Transport Networks Chengqian Che Fujun Luan Shuang Zhao Kavita Bala Ioannis Gkioulekas 3DV 49 39 0 28 Sep 2018
Physics-based Learned Design: Optimized Coded-Illumination for Quantitative Phase Imaging Michael R. Kellman E. Bostan N. Repina Laura Waller 89 125 0 10 Aug 2018
Physics-Based Generative Adversarial Models for Image Restoration and Beyond Jin-shan Pan Jiangxin Dong Yang Liu Jiawei Zhang Jimmy S. J. Ren Jinhui Tang Yu-Wing Tai Ming-Hsuan Yang GAN 41 146 0 02 Aug 2018
Geo-Supervised Visual Depth Prediction Xiaohan Fei A. Wong Stefano Soatto MDE 44 73 0 30 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 185 4,350 0 24 Jun 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 107 2,761 0 09 Feb 2018
Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations M. Raissi PINN AI4CE 112 752 0 20 Jan 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
PointFusion: Deep Sensor Fusion for 3D Bounding Box Estimation Danfei Xu Dragomir Anguelov Ashesh Jain 3DPC 83 641 0 29 Nov 2017
Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 78 613 0 28 Nov 2017
Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 75 924 0 28 Nov 2017
Physics-guided Neural Networks (PGNN): An Application in Lake Temperature Modeling Arka Daw Anuj Karpatne William Watkins J. Read Vipin Kumar PINN 38 533 0 31 Oct 2017
PDE-Net: Learning PDEs from Data Zichao Long Yiping Lu Xianzhong Ma Bin Dong DiffM AI4CE 38 755 0 26 Oct 2017
Unrolled Optimization with Deep Priors Steven Diamond Vincent Sitzmann Felix Heide Gordon Wetzstein 43 186 0 22 May 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 48 1,540 0 03 Apr 2017
Lensless computational imaging through deep learning Ayan Sinha Justin Lee Shuai Li George Barbastathis 57 519 0 22 Feb 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 68 2,118 0 11 Nov 2016
Designing Neural Network Architectures using Reinforcement Learning Bowen Baker O. Gupta Nikhil Naik Ramesh Raskar 107 1,468 0 07 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 443 5,367 0 05 Nov 2016
A deep convolutional neural network using directional wavelets for low-dose X-ray CT reconstruction Eunhee Kang Junhong Min J. C. Ye OOD MedIm 70 764 0 31 Oct 2016
Label-Free Supervision of Neural Networks with Physics and Domain Knowledge Russell Stewart Stefano Ermon 66 344 0 18 Sep 2016
Learning Sensor Multiplexing Design through Back-propagation Ayan Chakrabarti SSL 58 126 0 23 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,814 0 10 Dec 2015
Computational Imaging for VLBI Image Reconstruction Katherine Bouman Michael D. Johnson Daniel Zoran V. Fish S. Doeleman William T. Freeman 42 60 0 04 Dec 2015
Learning Visual Predictive Models of Physics for Playing Billiards Katerina Fragkiadaki Pulkit Agrawal Sergey Levine Jitendra Malik 78 261 0 23 Nov 2015
Multimodal Deep Learning for Robust RGB-D Object Recognition Andreas Eitel Jost Tobias Springenberg Luciano Spinello Martin Riedmiller Wolfram Burgard 63 647 0 24 Jul 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014