High-Quality Self-Supervised Deep Image Denoising

29 January 2019

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

50 / 62 papers shown

Title
Ditch the Denoiser: Emergence of Noise Robustness in Self-Supervised Learning from Data Curriculum Wenquan Lu Jiaqi Zhang Hugues Van Assel Randall Balestriero 19 0 0 18 May 2025
Prompt-SID: Learning Structural Representation Prompt via Latent Diffusion for Single-Image Denoising Huaqiu Li Wang Zhang Xiaowan Hu Tao Jiang Zikang Chen Haoqian Wang DiffM 282 0 0 10 Feb 2025
Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image Denoising Tong Li Lizhi Wang Zhiyuan Xu Lin Zhu Wanxuan Lu Hua Huang 106 2 0 21 Dec 2024
J-Invariant Volume Shuffle for Self-Supervised Cryo-Electron Tomogram Denoising on Single Noisy Volume Xiwei Liu Mohamad Kassab Min Xu Qirong Ho 272 0 0 22 Nov 2024
Non-Uniform Exposure Imaging via Neuromorphic Shutter Control Mingyuan Lin Jian Liu Chi Zhang Zibo Zhao Chu He Lei Yu 50 0 0 22 Apr 2024
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 48 0 0 23 Feb 2024
Rotational Augmented Noise2Inverse for Low-dose Computed Tomography Reconstruction Hang Xu A. Perelli 26 1 0 19 Dec 2023
Unsupervised Denoising for Signal-Dependent and Row-Correlated Imaging Noise Benjamin Salmon Alexander Krull 53 1 0 11 Oct 2023
Recurrent Self-Supervised Video Denoising with Denser Receptive Field Zichun Wang Yulun Zhang Debing Zhang Ying Fu 47 8 0 07 Aug 2023
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 34 26 0 31 Jul 2023
Explainable Artificial Intelligence driven mask design for self-supervised seismic denoising C. Birnie M. Ravasi 27 8 0 13 Jul 2023
Unsupervised Coordinate-Based Video Denoising M. Aiyetigbo Dineshchandar Ravichandran Reda Chalhoub Peter Kalivas Nianyi Li DiffM 27 0 0 01 Jul 2023
Self-Supervised Image Denoising for Real-World Images with Context-aware Transformer Dan Zhang Fangfang Zhou ViT 32 54 0 04 Apr 2023
MM-BSN: Self-Supervised Image Denoising for Real-World with Multi-Mask based on Blind-Spot Network Dan Zhang Fangfang Zhou Yuwen Jiang Zhengming Fu 34 46 0 04 Apr 2023
Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning Félix Fuentes-Hurtado J. Sibarita V. Viasnoff DiffM MedIm 30 2 0 27 Mar 2023
One-Pot Multi-Frame Denoising Lujia Jin Shi-Jing Zhao Lei Zhu Qian Chen Yanye Lu 18 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 35 54 0 06 Feb 2023
Self-Supervised Image Restoration with Blurry and Noisy Pairs Zhilu Zhang Rongjian Xu Ming-Yu Liu Zifei Yan W. Zuo 40 12 0 14 Nov 2022
Self Supervised Low Dose Computed Tomography Image Denoising Using Invertible Network Exploiting Inter Slice Congruence Sutanu Bera P. Biswas 29 5 0 03 Nov 2022
Transfer learning for self-supervised, blind-spot seismic denoising C. Birnie T. Alkhalifah OOD 39 17 0 25 Sep 2022
Stabilize, Decompose, and Denoise: Self-Supervised Fluoroscopy Denoising Ruizhou Liu Qiang Ma Zhi-Qi Cheng Y. Lyu Jianji Wang S. Kevin Zhou 33 1 0 30 Aug 2022
A hybrid approach to seismic deblending: when physics meets self-supervision N. Luiken M. Ravasi C. Birnie 24 6 0 30 May 2022
Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning Yunhao Yang Parham Gohari Ufuk Topcu 31 1 0 25 May 2022
Speckle Image Restoration without Clean Data Tsung-Ming Tai Yun-Jie Jhang Wen-Jyi Hwang Chau-Jern Cheng 16 4 0 18 May 2022
Coarse-to-Fine Video Denoising with Dual-Stage Spatial-Channel Transformer Wu Yun Mengshi Qi Chuanming Wang Huiyuan Fu Huadong Ma ViT 15 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 40 5 0 25 Apr 2022
Zero-shot Blind Image Denoising via Implicit Neural Representations Chaewon Kim Jaeho Lee Jinwoo Shin 27 13 0 05 Apr 2022
AP-BSN: Self-Supervised Denoising for Real-World Images via Asymmetric PD and Blind-Spot Network Wooseok Lee Sanghyun Son Kyoung Mu Lee 42 117 0 22 Mar 2022
Blind2Unblind: Self-Supervised Image Denoising with Visible Blind Spots Zejin Wang Jiazheng Liu Guoqing Li Hua Han SSL 24 126 0 14 Mar 2022
C2N: Practical Generative Noise Modeling for Real-World Denoising Geonwoon Jang Wooseok Lee Sanghyun Son Kyoung Mu Lee DiffM 33 78 0 19 Feb 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 24 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 23 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 24 55 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 66 378 0 26 Nov 2021
Learning to Assimilate in Chaotic Dynamical Systems Michael McCabe Jed Brown AI4TS 36 10 0 01 Nov 2021
SpectroscopyNet: Learning to pre-process Spectroscopy Signals without clean data Juan Castorena Diane Oyen 24 0 0 26 Oct 2021
As if by magic: self-supervised training of deep despeckling networks with MERLIN Emanuele Dalsasso L. Denis F. Tupin 18 64 0 25 Oct 2021
Robustness via Uncertainty-aware Cycle Consistency Uddeshya Upadhyay Yanbei Chen Zeynep Akata 33 21 0 24 Oct 2021
The potential of self-supervised networks for random noise suppression in seismic data C. Birnie M. Ravasi T. Alkhalifah Sixiu Liu 34 55 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 34 2 0 10 Sep 2021
Deformation-Compensated Learning for Image Reconstruction without Ground Truth Weijie Gan Yu Sun C. Eldeniz Jiaming Liu Hongyu An Ulugbek S. Kamilov 26 12 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 28 9 0 23 Jun 2021
Coherent, super resolved radar beamforming using self-supervised learning Itai Orr Moshik Cohen Harel Damari M. Halachmi Z. Zalevsky 33 14 0 21 Jun 2021
FBI-Denoiser: Fast Blind Image Denoiser for Poisson-Gaussian Noise Jaeseok Byun Sungmin Cha Taesup Moon 39 42 0 23 May 2021
Self-Supervised Learning of Graph Neural Networks: A Unified Review Yaochen Xie Zhao Xu Jingtun Zhang Zhengyang Wang Shuiwang Ji SSL 41 326 0 22 Feb 2021
Joint self-supervised blind denoising and noise estimation J. Ollion Charles Ollion Elisabeth Gassiat Luc Lehéricy Sylvain Le Corff 27 9 0 16 Feb 2021
No-reference denoising of low-dose CT projections E. Zainulina A. Chernyavskiy Dmitry V. Dylov OOD 19 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 27 41 0 14 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 40 2 0 04 Jan 2021
Noise2Kernel: Adaptive Self-Supervised Blind Denoising using a Dilated Convolutional Kernel Architecture Kanggeun Lee Won-Ki Jeong 27 18 0 07 Dec 2020