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Deep Internal Learning: Deep Learning from a Single Input

12 December 2023

Papers citing "Deep Internal Learning: Deep Learning from a Single Input"

50 / 54 papers shown

Title
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance Tomer Garber Tom Tirer DiffM 86 22 0 27 Dec 2023
Zero-Shot Noise2Noise: Efficient Image Denoising without any Data Youssef Mansour Reinhard Heckel VLM 61 84 0 20 Mar 2023
ADIR: Adaptive Diffusion for Image Reconstruction Shady Abu Hussein Tom Tirer Raja Giryes DiffM 56 20 0 06 Dec 2022
SinDDM: A Single Image Denoising Diffusion Model Vladimir Kulikov Shahar Yadin Matan Kleiner T. Michaeli DiffM 62 79 0 29 Nov 2022
PIP: Positional-encoding Image Prior Nimrod Shabtay Eli Schwartz Raja Giryes 57 6 0 25 Nov 2022
SinFusion: Training Diffusion Models on a Single Image or Video Yaniv Nikankin Niv Haim Michal Irani VGen 93 70 0 21 Nov 2022
Early Stopping for Deep Image Prior Hengkang Wang Taihui Li Zhong Zhuang Tiancong Chen Hengyue Liang Ju Sun 85 63 0 11 Dec 2021
Rethinking Deep Image Prior for Denoising Yeonsik Jo S. Chun Jonghyun Choi AI4CE 77 55 0 29 Aug 2021
Adaptive Denoising via GainTuning S. Mohan Joshua L. Vincent R. Manzorro Peter A Crozier Eero P. Simoncelli C. Fernandez‐Granda 50 24 0 27 Jul 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 474 10,367 0 17 Jun 2021
Catch-A-Waveform: Learning to Generate Audio from a Single Short Example Gal Greshler Tamar Rott Shaham T. Michaeli 93 25 0 11 Jun 2021
Pivotal Tuning for Latent-based Editing of Real Images Daniel Roich Ron Mokady Amit H. Bermano Daniel Cohen-Or DiffM 120 530 0 10 Jun 2021
Orienting Point Clouds with Dipole Propagation G. Metzer Rana Hanocka Denis Zorin Raja Giryes Daniele Panozzo Daniel Cohen-Or 3DPC 76 48 0 04 May 2021
Intermediate Layer Optimization for Inverse Problems using Deep Generative Models Giannis Daras Joseph Dean A. Jalal A. Dimakis DRL 216 85 0 15 Feb 2021
Image Restoration by Deep Projected GSURE Shady Abu Hussein Tom Tirer S. Chun Yonina C. Eldar Raja Giryes SupR 67 13 0 04 Feb 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 74 323 0 15 Dec 2020
Solving Inverse Problems with Hybrid Deep Image Priors: the challenge of preventing overfitting Zhaodong Sun Thomas Sanchez Fabian Latorre Volkan Cevher SupR 63 27 0 03 Nov 2020
Self-Sampling for Neural Point Cloud Consolidation G. Metzer Rana Hanocka Raja Giryes Daniel Cohen-Or 3DPC 77 30 0 14 Aug 2020
Deep Geometric Texture Synthesis Amir Hertz Rana Hanocka Raja Giryes Daniel Cohen-Or GAN 3DV 97 72 0 30 Jun 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 645 18,096 0 19 Jun 2020
Point2Mesh: A Self-Prior for Deformable Meshes Rana Hanocka G. Metzer Raja Giryes Daniel Cohen-Or 3DPC 62 106 0 22 May 2020
Exploiting Deep Generative Prior for Versatile Image Restoration and Manipulation Xingang Pan Xiaohang Zhan Bo Dai Dahua Lin Chen Change Loy Ping Luo DiffM 90 361 0 30 Mar 2020
BP-DIP: A Backprojection based Deep Image Prior Jenny Zukerman Tom Tirer Raja Giryes SupR 62 19 0 11 Mar 2020
Meta-Transfer Learning for Zero-Shot Super-Resolution Jae Woong Soh Sunwoo Cho N. Cho SupR 77 284 0 27 Feb 2020
Fast Adaptation to Super-Resolution Networks via Meta-Learning Seobin Park Jinsu Yoo Donghyeon Cho Jiwon Kim Tae Hyun Kim SupR 58 85 0 09 Jan 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 100 1,022 0 22 Dec 2019
Correction Filter for Single Image Super-Resolution: Robustifying Off-the-Shelf Deep Super-Resolvers Shady Abu Hussein Tom Tirer Raja Giryes SupR 78 68 0 30 Nov 2019
Time-Dependent Deep Image Prior for Dynamic MRI Mikhail O. Chekanov Kyong Hwan Jin Harshit Gupta Jerome Yerly M. Stuber M. Unser MedIm 74 157 0 03 Oct 2019
Blind Super-Resolution Kernel Estimation using an Internal-GAN Sefi Bell-Kligler Assaf Shocher Michal Irani SupR 64 454 0 14 Sep 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 258 3,916 0 12 Jul 2019
Back-Projection based Fidelity Term for Ill-Posed Linear Inverse Problems Tom Tirer Raja Giryes 68 43 0 16 Jun 2019
Image-Adaptive GAN based Reconstruction Shady Abu Hussein Tom Tirer Raja Giryes GAN 60 89 0 12 Jun 2019
SinGAN: Learning a Generative Model from a Single Natural Image Tamar Rott Shaham Tali Dekel T. Michaeli GAN VLM 100 842 0 02 May 2019
A Bayesian Perspective on the Deep Image Prior Zezhou Cheng Matheus Gadelha Subhransu Maji Daniel Sheldon BDL UQCV 64 135 0 16 Apr 2019
DeepRED: Deep Image Prior Powered by RED G. Mataev Michael Elad P. Milanfar SupR 80 194 0 25 Mar 2019
Noise2Self: Blind Denoising by Self-Supervision Joshua D. Batson Loic A. Royer 76 660 0 30 Jan 2019
"Double-DIP": Unsupervised Image Decomposition via Coupled Deep-Image-Priors Yossi Gandelsman Assaf Shocher Michal Irani 77 311 0 02 Dec 2018
Super-Resolution via Image-Adapted Denoising CNNs: Incorporating External and Internal Learning Tom Tirer Raja Giryes SupR 75 57 0 30 Nov 2018
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 103 1,103 0 27 Nov 2018
Deep Geometric Prior for Surface Reconstruction Francis Williams T. Schneider Claudio Silva Denis Zorin Joan Bruna Daniele Panozzo 3DPC 74 191 0 27 Nov 2018
Image Restoration using Total Variation Regularized Deep Image Prior Jiaming Liu Yu Sun Xiaojian Xu Ulugbek S. Kamilov 69 179 0 30 Oct 2018
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks Reinhard Heckel Paul Hand 90 285 0 02 Oct 2018
Training deep learning based image denoisers from undersampled measurements without ground truth and without image prior Magauiya Zhussip Shakarim Soltanayev S. Chun 59 58 0 04 Jun 2018
Unsupervised Learning with Stein's Unbiased Risk Estimator Christopher A. Metzler Ali Mousavi Reinhard Heckel Richard G. Baraniuk OOD 66 106 0 26 May 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 86 1,605 0 12 Mar 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 63 125 0 04 Mar 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,795 0 11 Jan 2018
"Zero-Shot" Super-Resolution using Deep Internal Learning Assaf Shocher Nadav Cohen Michal Irani SupR 86 854 0 17 Dec 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 125 3,156 0 29 Nov 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 823 11,909 0 09 Mar 2017