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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
Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning Félix Fuentes-Hurtado J. Sibarita V. Viasnoff DiffM MedIm 69 2 0 27 Mar 2023
Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising Junyi Li Zhilu Zhang Xiaoyu Liu Chaoyu Feng Xiaotao Wang Lei Lei W. Zuo 88 41 0 27 Mar 2023
Neural Preset for Color Style Transfer Zhanghan Ke Yuhao Liu Lei Zhu Nanxuan Zhao Rynson W. H. Lau 151 35 0 23 Mar 2023
Zero-Shot Noise2Noise: Efficient Image Denoising without any Data Youssef Mansour Reinhard Heckel VLM 84 86 0 20 Mar 2023
Blind2Sound: Self-Supervised Image Denoising without Residual Noise Zejin Wang Jiazheng Liu Hao Zhai Hua Han 76 1 0 09 Mar 2023
One-Pot Multi-Frame Denoising Lujia Jin Shi-Jing Zhao Lei Zhu Qian Chen Yanye Lu 51 1 0 18 Feb 2023
DDM $^2$ : Self-Supervised Diffusion MRI Denoising with Generative Diffusion Models Tiange Xiang Mahmut Yurt Ali B. Syed Kawin Setsompop Akshay S. Chaudhari MedIm DiffM 115 56 0 06 Feb 2023
Domino Denoise: An Accurate Blind Zero-Shot Denoiser using Domino Tilings Jason Lequyer Wen-Hsin Hsu Reuben Philip A. C. Erpf L. Pelletier 124 0 0 05 Dec 2022
Patch-Craft Self-Supervised Training for Correlated Image Denoising Gregory Vaksman Michael Elad 117 7 0 17 Nov 2022
N2V2 -- Fixing Noise2Void Checkerboard Artifacts with Modified Sampling Strategies and a Tweaked Network Architecture Eva‐Maria Hock T. Buchholz Anselm Brachmann Florian Jug Alexander Freytag 73 14 0 15 Nov 2022
Self-Supervised Image Restoration with Blurry and Noisy Pairs Zhilu Zhang Rongjian Xu Ming-Yu Liu Zifei Yan W. Zuo 78 14 0 14 Nov 2022
Self Supervised Low Dose Computed Tomography Image Denoising Using Invertible Network Exploiting Inter Slice Congruence Sutanu Bera P. Biswas 74 5 0 03 Nov 2022
Self-supervised Physics-based Denoising for Computed Tomography E. Zainulina A. Chernyavskiy Dmitry V. Dylov OOD 126 1 0 01 Nov 2022
Evaluating Unsupervised Denoising Requires Unsupervised Metrics A. Marcos-Morales M. Leibovich S. Mohan Joshua L. Vincent P. Haluai Mai Tan Peter A Crozier C. Fernandez‐Granda 53 3 0 11 Oct 2022
EraseNet: A Recurrent Residual Network for Supervised Document Cleaning Yashowardhan Shinde Kishore Kulkarni Sachin Kuberkar 59 0 0 03 Oct 2022
Scaling Laws For Deep Learning Based Image Reconstruction Tobit Klug Reinhard Heckel 116 13 0 27 Sep 2022
Transfer learning for self-supervised, blind-spot seismic denoising C. Birnie T. Alkhalifah OOD 66 18 0 25 Sep 2022
Noise2SR: Learning to Denoise from Super-Resolved Single Noisy Fluorescence Image Xuanyu Tian Qing Wu Hongjiang Wei Yuyao Zhang 36 9 0 14 Sep 2022
ELMformer: Efficient Raw Image Restoration with a Locally Multiplicative Transformer Jiaqi Ma Shengyuan Yan Lefei Zhang Guoli Wang Qian Zhang 93 9 0 31 Aug 2022
Stabilize, Decompose, and Denoise: Self-Supervised Fluoroscopy Denoising Ruizhou Liu Qiang Ma Zhi-Qi Cheng Y. Lyu Jianji Wang S. Kevin Zhou 79 1 0 30 Aug 2022
Towards Adversarial Purification using Denoising AutoEncoders Dvij Kalaria Aritra Hazra P. Chakrabarti DiffM 49 5 0 29 Aug 2022
Self-supervised training of deep denoisers in multi-coil MRI considering noise correlations Juhyung Park Dongwon Park Hyeong-Geol Shin Eun-Jung Choi Hongjun An Minjun Kim 61 4 0 16 Aug 2022
Multi-temporal speckle reduction with self-supervised deep neural networks Inès Meraoumia Emanuele Dalsasso L. Denis Rémy Abergel F. Tupin 64 14 0 22 Jul 2022
Robust Deep Ensemble Method for Real-world Image Denoising Pengju Liu Hongzhi Zhang Jinghui Wang Yuzhi Wang Dongwei Ren W. Zuo 83 12 0 08 Jun 2022
Physics and semantic informed multi-sensor calibration via optimization theory and self-supervised learning S. Hayoun M. Halachmi Doron Serebro K. Twizer E. Medezinski L. Korkidi Moshik Cohen Itai Orr 70 4 0 06 Jun 2022
A hybrid approach to seismic deblending: when physics meets self-supervision N. Luiken M. Ravasi C. Birnie 82 6 0 30 May 2022
Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning Yunhao Yang Parham Gohari Ufuk Topcu 71 1 0 25 May 2022
Speckle Image Restoration without Clean Data Tsung-Ming Tai Yun-Jie Jhang Wen-Jyi Hwang Chau-Jern Cheng 89 4 0 18 May 2022
Self-supervised regression learning using domain knowledge: Applications to improving self-supervised denoising in imaging Il Yong Chun Dongwon Park Xuehang Zheng S. Chun Y. Long 35 1 0 10 May 2022
Btech thesis report on adversarial attack detection and purification of adverserially attacked images Dvij Kalaria AAML 17 1 0 09 May 2022
Joint Image Compression and Denoising via Latent-Space Scalability Saeed Ranjbar Alvar Mateen Ulhaq Hyomin Choi Ivan V. Bajić 61 10 0 04 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 71 6 0 30 Apr 2022
Self-supervision versus synthetic datasets: which is the lesser evil in the context of video denoising? Valéry Dewil Aranud Barral Gabriele Facciolo Pablo Arias 68 5 0 25 Apr 2022
Learn from Unpaired Data for Image Restoration: A Variational Bayes Approach Dihan Zheng Xiaowen Zhang Kaisheng Ma Chenglong Bao DiffM 75 23 0 21 Apr 2022
Zero-shot Blind Image Denoising via Implicit Neural Representations Chaewon Kim Jaeho Lee Jinwoo Shin 70 13 0 05 Apr 2022
Bayesian Image Super-Resolution with Deep Modeling of Image Statistics Yuxin Li Xiahai Zhuang 36 17 0 31 Mar 2022
Self-supervised HDR Imaging from Motion and Exposure Cues Michal Nazarczuk Sibi Catley-Chandar A. Leonardis Eduardo Pérez-Pellitero 70 3 0 23 Mar 2022
AP-BSN: Self-Supervised Denoising for Real-World Images via Asymmetric PD and Blind-Spot Network Wooseok Lee Sanghyun Son Kyoung Mu Lee 141 127 0 22 Mar 2022
Blind2Unblind: Self-Supervised Image Denoising with Visible Blind Spots Zejin Wang Jiazheng Liu Guoqing Li Hua Han SSL 117 132 0 14 Mar 2022
Deep learning based domain adaptation for mitochondria segmentation on EM volumes Daniel Franco-Barranco Julio Pastor-Tronch Aitor González-Marfil A. Muñoz-Barrutia Ignacio Arganda-Carreras 27 15 0 22 Feb 2022
C2N: Practical Generative Noise Modeling for Real-World Denoising Geonwoon Jang Wooseok Lee Sanghyun Son Kyoung Mu Lee DiffM 96 81 0 19 Feb 2022
Self-Supervised Representation Learning via Latent Graph Prediction Yaochen Xie Zhao Xu Shuiwang Ji SSL 70 33 0 16 Feb 2022
Image quality measurements and denoising using Fourier Ring Correlations J. Kaczmar-Michalska N. Hajizadeh A. Rzepiela S. Norrelykke 35 3 0 11 Jan 2022
Exploring Pixel-level Self-supervision for Weakly Supervised Semantic Segmentation Sung-Hoon Yoon H. Kweon Jaeseok Jeong Hyeonseong Kim Shinjeong Kim Kuk-Jin Yoon 56 7 0 10 Dec 2021
Noise Distribution Adaptive Self-Supervised Image Denoising using Tweedie Distribution and Score Matching Kwanyoung Kim Taesung Kwon Jong Chul Ye 143 17 0 05 Dec 2021
IDR: Self-Supervised Image Denoising via Iterative Data Refinement Yuanhang Zhang Dasong Li K. L. Law Xiaogang Wang Hongwei Qin Hongsheng Li 47 58 0 29 Nov 2021
NeRF in the Dark: High Dynamic Range View Synthesis from Noisy Raw Images B. Mildenhall Peter Hedman Ricardo Martín Brualla Pratul P. Srinivasan Jonathan T. Barron 146 389 0 26 Nov 2021
A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restoration Théo Bodrito Alexandre Zouaoui Jocelyn Chanussot Julien Mairal 85 63 0 18 Nov 2021
Learning to Assimilate in Chaotic Dynamical Systems Michael McCabe Jed Brown AI4TS 89 11 0 01 Nov 2021
Self-Verification in Image Denoising Huangxing Lin Yihong Zhuang Delu Zeng Yue Huang Xinghao Ding John Paisley DiffM 31 1 0 01 Nov 2021