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High-Quality Self-Supervised Deep Image Denoising

29 January 2019

Papers citing "High-Quality Self-Supervised Deep Image Denoising"

50 / 157 papers shown

Title
SpectroscopyNet: Learning to pre-process Spectroscopy Signals without clean data Juan Castorena Diane Oyen 46 0 0 26 Oct 2021
As if by magic: self-supervised training of deep despeckling networks with MERLIN Emanuele Dalsasso L. Denis F. Tupin 68 68 0 25 Oct 2021
Robustness via Uncertainty-aware Cycle Consistency Uddeshya Upadhyay Yanbei Chen Zeynep Akata 91 21 0 24 Oct 2021
HDRVideo-GAN: Deep Generative HDR Video Reconstruction Mrinal Anand Nidhin Harilal Chandan Kumar Shanmuganathan Raman AI4TS 75 4 0 22 Oct 2021
Self-supervised denoising for massive noisy images Feng Wang Trond R. Henninen D. Keller R. Erni 133 0 0 18 Oct 2021
The potential of self-supervised networks for random noise suppression in seismic data C. Birnie M. Ravasi T. Alkhalifah Sixiu Liu 70 58 0 15 Sep 2021
View Blind-spot as Inpainting: Self-Supervised Denoising with Mask Guided Residual Convolution Yuhongze Zhou Liguang Zhou Tin Lun Lam Yangsheng Xu SSL 97 2 0 10 Sep 2021
Rethinking Deep Image Prior for Denoising Yeonsik Jo S. Chun Jonghyun Choi AI4CE 77 56 0 29 Aug 2021
SSH: A Self-Supervised Framework for Image Harmonization Yi Ding He Zhang Jianming Zhang Yilin Wang Zhe Lin Kalyan Sunkavalli Simon Chen Sohrab Amirghodsi Sarah Kong Zhangyang Wang 85 87 0 15 Aug 2021
Optimal Transport for Unsupervised Denoising Learning Wei Wang Fei Wen Zeyu Yan Peilin Liu OT 89 30 0 04 Aug 2021
Self-Supervised Inference in State-Space Models David Ruhe Patrick Forré BDL 83 4 0 28 Jul 2021
Adaptive Denoising via GainTuning S. Mohan Joshua L. Vincent R. Manzorro Peter A Crozier Eero P. Simoncelli C. Fernandez‐Granda 74 24 0 27 Jul 2021
Deformation-Compensated Learning for Image Reconstruction without Ground Truth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu Hongyu An Ulugbek S. Kamilov 87 14 0 12 Jul 2021
STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning Junshen Xu Esra Abaci Turk P. E. Grant Polina Golland E. Adalsteinsson 37 9 0 23 Jun 2021
NCIS: Neural Contextual Iterative Smoothing for Purifying Adversarial Perturbations Sungmin Cha Naeun Ko Young Joon Yoo Taesup Moon AAML 49 2 0 22 Jun 2021
Coherent, super resolved radar beamforming using self-supervised learning Itai Orr Moshik Cohen Harel Damari M. Halachmi Z. Zalevsky 70 14 0 21 Jun 2021
Noise2Score: Tweedie's Approach to Self-Supervised Image Denoising without Clean Images Kwanyoung Kim Jong Chul Ye DiffM 97 109 0 13 Jun 2021
FBI-Denoiser: Fast Blind Image Denoiser for Poisson-Gaussian Noise Jaeseok Byun Sungmin Cha Taesup Moon 102 44 0 23 May 2021
End-to-End Unsupervised Document Image Blind Denoising M. Gangeh Marcin Plata Hamid Motahari Nigel P. Duffy 42 11 0 19 May 2021
Unsupervised Deep Learning Methods for Biological Image Reconstruction and Enhancement Mehmet Akccakaya Burhaneddin Yaman Hyungjin Chung Jong Chul Ye MedIm 110 56 0 17 May 2021
Window-Level is a Strong Denoising Surrogate Ayaan Haque Adam S. Wang A. Imran 28 4 0 15 May 2021
Interpretable Unsupervised Diversity Denoising and Artefact Removal M. Prakash M. Delbracio P. Milanfar Florian Jug 122 34 0 03 Apr 2021
Pseudo-ISP: Learning Pseudo In-camera Signal Processing Pipeline from A Color Image Denoiser Yue Cao Xiaohe Wu Shuran Qi Xiao-Chang Liu Zhongqin Wu W. Zuo 68 14 0 18 Mar 2021
Self-Supervised Learning of Graph Neural Networks: A Unified Review Yaochen Xie Zhao Xu Jingtun Zhang Zhengyang Wang Shuiwang Ji SSL 158 339 0 22 Feb 2021
Joint self-supervised blind denoising and noise estimation J. Ollion Charles Ollion Elisabeth Gassiat Luc Lehéricy Sylvain Le Corff 55 9 0 16 Feb 2021
No-reference denoising of low-dose CT projections E. Zainulina A. Chernyavskiy Dmitry V. Dylov OOD 36 5 0 03 Feb 2021
DeFlow: Learning Complex Image Degradations from Unpaired Data with Conditional Flows Valentin Wolf Andreas Lugmayr Martin Danelljan Luc Van Gool Radu Timofte 101 42 0 14 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 105 3 0 04 Jan 2021
HDR Denoising and Deblurring by Learning Spatio-temporal Distortion Models Ugur Çogalan Mojtaba Bemana K. Myszkowski Hans-Peter Seidel Tobias Ritschel AI4TS 121 4 0 22 Dec 2020
Deep Learning Methods For Synthetic Aperture Radar Image Despeckling: An Overview Of Trends And Perspectives Giulia Fracastoro E. Magli Giovanni Poggi Giuseppe Scarpa D. Valsesia L. Verdoliva 59 66 0 10 Dec 2020
Noise2Kernel: Adaptive Self-Supervised Blind Denoising using a Dilated Convolutional Kernel Architecture Kanggeun Lee Won-Ki Jeong 64 18 0 07 Dec 2020
Meta-Generating Deep Attentive Metric for Few-shot Classification Lei Zhang Fei Zhou Wei Wei Yanning Zhang VLM 109 28 0 03 Dec 2020
Unsupervised Deep Video Denoising D. Y. Sheth S. Mohan Joshua L. Vincent R. Manzorro Peter A Crozier Mitesh M. Khapra Eero P. Simoncelli C. Fernandez‐Granda VGen 64 63 0 30 Nov 2020
Adaptive noise imitation for image denoising Huangxing Lin Yihong Zhuang Yue Huang Xinghao Ding Yizhou Yu Xiaoqing Liu John Paisley 40 0 0 30 Nov 2020
Patch2Self: Denoising Diffusion MRI with Self-Supervised Learning S. Fadnavis Joshua D. Batson Eleftherios Garyfallidis DiffM 93 105 0 02 Nov 2020
Deep Denoising For Scientific Discovery: A Case Study In Electron Microscopy S. Mohan R. Manzorro Joshua L. Vincent Binh Tang D. Y. Sheth Eero P. Simoncelli David S. Matteson Peter A Crozier C. Fernandez‐Granda 91 29 0 24 Oct 2020
Progressive Training of Multi-level Wavelet Residual Networks for Image Denoising Yali Peng Yue Cao Shigang Liu Jian Yang W. Zuo 58 11 0 23 Oct 2020
Noise2Same: Optimizing A Self-Supervised Bound for Image Denoising Yaochen Xie Zhengyang Wang Shuiwang Ji 131 118 0 22 Oct 2020
Unpaired Learning of Deep Image Denoising Xiaohe Wu Ming-Yu Liu Yue Cao Dongwei Ren W. Zuo SSL 99 148 0 31 Aug 2020
Efficient Blind-Spot Neural Network Architecture for Image Denoising David Honzátko Siavash Bigdeli Engin Turetken Andrea L. Dunbar 67 15 0 25 Aug 2020
Improving Blind Spot Denoising for Microscopy A. Goncharova A. Honigmann Florian Jug Alexander Krull 77 26 0 19 Aug 2020
Self-supervised Denoising via Diffeomorphic Template Estimation: Application to Optical Coherence Tomography Guillaume Gisbert Neel Dey H. Ishikawa J. Schuman J. Fishbaugh Guido Gerig 120 6 0 18 Aug 2020
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks Andrea Bordone Molini D. Valsesia Giulia Fracastoro E. Magli 61 94 0 04 Jul 2020
Burst Photography for Learning to Enhance Extremely Dark Images Ahmet Serdar Karadeniz Erkut Erdem Aykut Erdem 54 20 0 17 Jun 2020
Image Deconvolution via Noise-Tolerant Self-Supervised Inversion H. Kobayashi A. Solak Joshua D. Batson Loic A. Royer 106 14 0 11 Jun 2020
Fully Unsupervised Diversity Denoising with Convolutional Variational Autoencoders M. Prakash Alexander Krull Florian Jug DiffM 47 20 0 10 Jun 2020
Probabilistic self-learning framework for Low-dose CT Denoising T. Bai D. Nguyen Biling Wang Steve B. Jiang OOD 55 31 0 30 May 2020
Self-Supervised training for blind multi-frame video denoising Valéry Dewil J. Anger Axel Davy T. Ehret Pablo Arias Gabriele Facciolo 63 37 0 15 Apr 2020
Adaptive Partial Scanning Transmission Electron Microscopy with Reinforcement Learning Jeffrey M. Ede 110 13 0 06 Apr 2020
Patch-based Non-Local Bayesian Networks for Blind Confocal Microscopy Denoising S. Izadi Ghassan Hamarneh BDL 129 4 0 25 Mar 2020