On Measuring and Controlling the Spectral Bias of the Deep Image Prior

2 July 2021

Prithvijit Chakrabarty

Papers citing "On Measuring and Controlling the Spectral Bias of the Deep Image Prior"

32 / 32 papers shown

Title
Fast Training of Sinusoidal Neural Fields via Scaling Initialization Taesun Yeom Sangyoon Lee Jaeho Lee 83 3 0 07 Oct 2024
Unsharp Mask Guided Filtering Zenglin Shi Yunlu Chen E. Gavves Pascal Mettes Cees G. M. Snoek 34 41 0 02 Jun 2021
NAS-DIP: Learning Deep Image Prior with Neural Architecture Search Yunpeng Chen Chen Gao Esther Robb Jia-Bin Huang 34 49 0 26 Aug 2020
Bringing Old Photos Back to Life Bo Liu Bo Zhang Dongdong Chen Peiying Zhang Dong Chen Jing Liao Fang Wen 56 206 0 20 Apr 2020
BP-DIP: A Backprojection based Deep Image Prior Jenny Zukerman Tom Tirer Raja Giryes SupR 42 19 0 11 Mar 2020
Computed Tomography Reconstruction Using Deep Image Prior and Learned Reconstruction Methods Daniel Otero Baguer Johannes Leuschner Maximilian Schmidt 71 188 0 10 Mar 2020
Neural Architecture Search for Deep Image Prior Kary Ho Andrew Gilbert Hailin Jin John Collomosse 45 36 0 14 Jan 2020
The Spectral Bias of the Deep Image Prior Prithvijit Chakrabarty Subhransu Maji 30 38 0 18 Dec 2019
Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators Reinhard Heckel Mahdi Soltanolkotabi DiffM 58 83 0 31 Oct 2019
A Bayesian Perspective on the Deep Image Prior Zezhou Cheng Matheus Gadelha Subhransu Maji Daniel Sheldon BDL UQCV 61 135 0 16 Apr 2019
DeepRED: Deep Image Prior Powered by RED G. Mataev Michael Elad P. Milanfar SupR 69 194 0 25 Mar 2019
Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks Zhi-Qin John Xu Yaoyu Zhang Yaoyu Zhang Yan Xiao Zheng Ma 119 512 0 19 Jan 2019
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors Yossi Gandelsman Assaf Shocher Michal Irani 57 310 0 02 Dec 2018
Image Restoration using Total Variation Regularized Deep Image Prior Jiaming Liu Yu Sun Xiaojian Xu Ulugbek S. Kamilov 64 179 0 30 Oct 2018
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 72 284 0 02 Oct 2018
On the Spectral Bias of Neural Networks Nasim Rahaman A. Baratin Devansh Arpit Felix Dräxler Min Lin Fred Hamprecht Yoshua Bengio Aaron Courville 120 1,432 0 22 Jun 2018
Spectral Normalization for Generative Adversarial Networks Takeru Miyato Toshiki Kataoka Masanori Koyama Yuichi Yoshida ODL 155 4,433 0 16 Feb 2018
A Frequency Domain Neural Network for Fast Image Super-resolution Junxuan Li Shaodi You A. Robles-Kelly SupR 66 34 0 08 Dec 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 114 3,147 0 29 Nov 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 106 2,116 0 11 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 61 592 0 11 Oct 2017
Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks Wei-Sheng Lai Jia-Bin Huang Narendra Ahuja Ming-Hsuan Yang SupR 73 766 0 04 Oct 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 62 2,119 0 11 Nov 2016
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network C. Ledig Lucas Theis Ferenc Huszár Jose Caballero Andrew Cunningham ... Andrew P. Aitken Alykhan Tejani J. Totz Zehan Wang Wenzhe Shi GAN 240 10,674 0 15 Sep 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 128 6,980 0 13 Aug 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 64 5,287 0 25 Apr 2016
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration Yunjin Chen Thomas Pock DiffM 50 1,189 0 12 Aug 2015
Compression Artifacts Reduction by a Deep Convolutional Network Chao Dong Yubin Deng Chen Change Loy Xiaoou Tang SupR 46 791 0 27 Apr 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 413 43,234 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 276 18,587 0 06 Feb 2015
Image Super-Resolution Using Deep Convolutional Networks Chao Dong Chen Change Loy Kaiming He Xiaoou Tang SupR 124 8,066 0 31 Dec 2014
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014