Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios

29 March 2023

Tiejun Huang

Papers citing "Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios"

32 / 32 papers shown

Title
Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image Denoising Tong Li Lizhi Wang Zhiyuan Xu Lin Zhu Wanxuan Lu Hua Huang 138 2 0 21 Dec 2024
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 54 26 0 31 Jul 2023
Self-supervised Image Denoising with Downsampled Invariance Loss and Conditional Blind-Spot Network Y. Jang Keun-Ohk Lee G. Park Seyun Kim N. Cho 37 15 0 19 Apr 2023
LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising Zichun Wang Ying Fu Ji Liu Yulun Zhang 64 43 0 02 Apr 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 53 39 0 27 Mar 2023
CVF-SID: Cyclic multi-Variate Function for Self-Supervised Image Denoising by Disentangling Noise from Image Reyhaneh Neshatavar Mohsen Yavartanoo Sanghyun Son Kyoung Mu Lee 51 68 0 24 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 85 121 0 22 Mar 2022
Blind2Unblind: Self-Supervised Image Denoising with Visible Blind Spots Zejin Wang Jiazheng Liu Guoqing Li Hua Han SSL 62 129 0 14 Mar 2022
C2N: Practical Generative Noise Modeling for Real-World Denoising Geonwoon Jang Wooseok Lee Sanghyun Son Kyoung Mu Lee DiffM 63 79 0 19 Feb 2022
IDR: Self-Supervised Image Denoising via Iterative Data Refinement Yuanhang Zhang Dasong Li K. L. Law Xiaogang Wang Hongwei Qin Hongsheng Li 43 57 0 29 Nov 2021
Invertible Denoising Network: A Light Solution for Real Noise Removal Yang Liu Zhenyue Qin Saeed Anwar Pan Ji Dongwoo Kim Sabrina Caldwell Tom Gedeon 110 143 0 21 Apr 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 141 189 0 30 Dec 2020
Unpaired Learning of Deep Image Denoising Xiaohe Wu Ming-Yu Liu Yue Cao Dongwei Ren W. Zuo SSL 63 145 0 31 Aug 2020
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Zongsheng Yue Qian Zhao Lei Zhang Deyu Meng DiffM 67 203 0 12 Jul 2020
A Review of an Old Dilemma: Demosaicking First, or Denoising First? Qiyu Jin Gabriele Facciolo Jean-Michel Morel 25 29 0 24 Apr 2020
Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization Yoonsik Kim Jae Woong Soh G. Park N. Cho OOD AI4CE 66 184 0 26 Feb 2020
Noisier2Noise: Learning to Denoise from Unpaired Noisy Data N. Moran Dan Schmidt Yu Zhong Patrick Coady 114 238 0 25 Oct 2019
Variational Denoising Network: Toward Blind Noise Modeling and Removal Zongsheng Yue Hongwei Yong Qian Zhao Lei Zhang Deyu Meng BDL 57 304 0 29 Aug 2019
Natural Image Noise Dataset Benoit Brummer Christophe De Vleeschouwer 52 39 0 01 Jun 2019
Real Image Denoising with Feature Attention Saeed Anwar Nick Barnes 63 506 0 16 Apr 2019
When AWGN-based Denoiser Meets Real Noises Yuqian Zhou Jianbo Jiao Haibin Huang Yanjie Wang Jue Wang Humphrey Shi Thomas Huang 50 131 0 06 Apr 2019
Noise2Self: Blind Denoising by Self-Supervision Joshua D. Batson Loic A. Royer 67 659 0 30 Jan 2019
High-Quality Self-Supervised Deep Image Denoising S. Laine Tero Karras J. Lehtinen Timo Aila 53 338 0 29 Jan 2019
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 103 1,102 0 27 Nov 2018
Toward Convolutional Blind Denoising of Real Photographs Shi Guo Zifei Yan Peng Sun W. Zuo Lei Zhang 86 911 0 12 Jul 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang Peng Sun Liang Lin W. Zuo SupR 61 648 0 18 May 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 81 1,604 0 12 Mar 2018
Benchmarking Denoising Algorithms with Real Photographs Tobias Plötz Stefan Roth 61 588 0 05 Jul 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 225 8,470 0 17 Jun 2017
Understanding Convolution for Semantic Segmentation Panqu Wang Pengfei Chen Ye Yuan Ding Liu Zehua Huang Xiaodi Hou G. Cottrell SSeg 70 1,690 0 27 Feb 2017
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 142 6,989 0 13 Aug 2016
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 268 8,442 0 23 Nov 2015