Learning Deep CNN Denoiser Prior for Image Restoration

Cited by (2,096)

Items 801–900 of 2,096

1. Skip-Connected Deep Convolutional Autoencoder for Restoration of Document Images
   Guoping Zhao, Jiajun Liu, Jiacheng Jiang, Guan Hua, Ji-Rong Wen · 2018 · Proceedings - International Conference on Pattern Recognition/Proceedings/International Conference on Pattern Recognition
2. Efficient Dilated-Winograd Convolutional Neural Networks
   Minsik Kim, Cheonjun Park, Sung-Jun Kim, Taeyoung Hong, Won Woo Ro · 2019 · Proceedings - International Conference on Image Processing
3. New image denoising algorithm using monogenic wavelet transform and improved deep convolutional neural network
   Zhongyun Bao, Guolin Zhang, Bangshu Xiong, Shan Gai · 2019 · Multimedia Tools and Applications
4. Cascaded Attention Guidance Network for Single Rainy Image Restoration
   Guoqing Wang, Changming Sun, Arcot Sowmya · 2020 · IEEE Transactions on Image Processing
5. Chaining Identity Mapping Modules for Image Denoising
   Saeed Anwar, Cong Phuoc Huynh, Fatih Porikli · 2017 · arXiv (Cornell University)
6. Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems
   Kaixuan Wei, Angelica I. Avilés-Rivero, Jingwei Liang, Ying Fu, Carola‐Bibiane Schönlieb, Hua Huang · 2020 · arXiv (Cornell University)
7. IRVR: A General Image Restoration Framework for Visual Recognition
   Zizheng Yang, Jie Huang, Man Zhou, Naishan Zheng, Feng Zhao · 2024 · IEEE Transactions on Multimedia
8. De-speckling of medical ultrasound image using metric-optimized knowledge distillation
   Mostafa Khalifa, Hanaa M. Hamza, Khalid Mohamed Hosny · 2025 · Scientific Reports
9. Pureformer: Transformer-Based Image Denoising
   Arnim Gautam, Aditi Pawar, Aishwarya Joshi, Satya Narayan Tazi, Sachin Chaudhary, Praful Hambadre, Akshay A. Dudhane, Santosh Kumar Vipparthi, Subrahmanyam Murala · 2025 · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
10. Harnessing Diffusion-Yielded Score Priors for Image Restoration
    Xinqi Lin, Fanghua Yu, Jinfan Hu, Zhiyuan You, Wu Shi, Jimmy Ren, Jinjin Gu, Chao Dong · 2025 · ACM Transactions on Graphics
11. DSRD: deep sparse representation with learnable dictionary for remotely sensed image denoising
    Zhenghua Huang, Zhicheng Wang, Qian Li, Junbo Chen, Yaozong Zhang, Hao Fang, Qing An · 2022 · International Journal of Remote Sensing
12. Two-Stage Deep Single-Image Super-Resolution With Multiple Blur Kernels for Internet of Things
    Xiao Sun, Song Wang, Jucheng Yang · 2023 · IEEE Internet of Things Journal
13. Learning With Constraint Learning: New Perspective, Solution Strategy and Various Applications
    Risheng Liu, Jiaxin Gao, Xuan Liu · 2024 · IEEE Transactions on Pattern Analysis and Machine Intelligence
14. Deep Plug-and-Play Prior for Multitask Channel Reconstruction in Massive MIMO Systems
    Weixiao Wan, Wei Ren Chen, Shiyue Wang, Geoffrey Ye Li, Bo Ai · 2024 · IEEE Transactions on Communications
15. Data-driven methods for the inverse problem of suspension system excited by jump and diffusion stochastic track excitation
    Wantao Jia, Menglin Hu, Wanrong Zan · 2024 · International Journal of Non-Linear Mechanics
16. VmambaSCI: Dynamic Deep Unfolding Network with Mamba for Compressive Spectral Imaging
    Mingjin Zhang, Longyi Li, Wenxuan Shi · 2024 · ACM International Conference on Multimedia (ACM MM)
17. Better Fiber ODFs from Suboptimal Data with Autoencoder Based Regularization
    Kanil Patel, Samuel Groeschel, Thomas Schultz · 2018 · Lecture notes in computer science
18. Nonparametric Blind Super-Resolution Using Adaptive Heavy-Tailed Priors
    Wenze Shao, Qi Ge, Liqian Wang, Yunzhi Lin, Hai-Song Deng, Haibo Li · 2019 · Journal of Mathematical Imaging and Vision
19. A new initialization method based on normed statistical spaces in deep networks
    Hongfei Yang, Xiaofeng Ding, Raymond Chan, Hui Hu, Yaxin Peng, Tieyong Zeng · 2020 · Inverse Problems and Imaging
20. Exploiting Aliasing for Manga Restoration
    Minshan Xie, Menghan Xia, Tien‐Tsin Wong · 2021 · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings
21. On Accurate Computation of Trajectory Similarity via Single Image Super-Resolution
    Hanlin Cao, Haina Tang, Yulei Wu · 2021
22. Dynamic proximal unrolling network for compressive imaging
    Yixiao Yang, Ran Tao, Kaixuan Wei · 2022 · Neurocomputing
23. Framework for denoising Monte Carlo photon transport simulations using deep learning
    Matin Raayai Ardakani, Leiming Yu, David R Kaeli, Qianqian Fang · 2022 · Journal of Biomedical Optics
24. Learning Deep Non-blind Image Deconvolution Without Ground Truths
    Yuhui Quan, Zhuojie Chen, Huan Qun Zheng, Hui Ji · 2022 · Lecture notes in computer science
25. Fully Cross-Attention Transformer for Guided Depth Super-Resolution
    Ido Ariav, Israel Cohen · 2023 · Sensors
26. Remote Sensing Image Recovery and Enhancement by Joint Blind Denoising and Dehazing
    Yan Cao, Jianchong Wei, Sifan Chen · 2023 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
27. Dual-branch vision transformer for blind image quality assessment
    Se‐Ho Lee, Seung‐Wook Kim · 2023 · Journal of Visual Communication and Image Representation
28. Two stage self-adaptive cognitive neural network for mixed noise removal from medical images
    Vishal H Shah, Prajna Parimita Dash · 2023 · Multimedia Tools and Applications
29. Algorithm Design for Edge Detection of High-Speed Moving Target Image under Noisy Environment
    Fangfang Han, Bin Liu, Junchao Zhu, Baofeng Zhang · 2019 · Sensors
30. Divide-and-conquer framework for image restoration and enhancement
    Peixian Zhuang, Xinghao Ding · 2019 · Engineering Applications of Artificial Intelligence
31. Comparison of the Remapping Algorithms for the Advanced Technology Microwave Sounder (ATMS)
    Jun Jie Zhou, Hu Yang · 2020 · Remote Sensing
32. CANet: Concatenated Attention Neural Network for Image Restoration
    Yingjie Tian, Yiqi Wang, Linrui Yang · 2020 · IEEE Signal Processing Letters
33. Wavelet subband-specific learning for low-dose computed tomography denoising
    Wonjin Kim, Jaayeon Lee, Mihyun Kang, Jin Sung Kim, Jang‐Hwan Choi · 2022 · PLoS ONE
34. ADMM for image restoration based on nonlocal simultaneous sparse Bayesian coding
    Xiaolei Lu, Xuebin Lü · 2018 · Signal Processing Image Communication
35. No-Reference Image Quality Assessment via Feature Fusion and Multi-Task Learning
    S. Alireza Golestaneh, Kris Kitani · 2020 · arXiv (Cornell University)
36. Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser
    Zahra Kadkhodaie, Eero P. Simoncelli · 2020 · arXiv (Cornell University)
37. Sampling methods for efficient training of graph convolutional networks: A survey
    Xin Liu, Mingyu Yan, Lei Deng · 2021 · arXiv (Cornell University)
38. Discrete Cosine Transform Network for Guided Depth Map Super-Resolution
    Zixiang Zhao, Jiangshe Zhang, Shuang Xu · 2021 · arXiv (Cornell University)
39. AdaPrompt-IR: Adaptive learning to perceive degradation semantic and prompting for all-in-one image restoration
    Wei Sun, Qianzhou Wang, Yaqi Wang · 2025 · Pattern Recognition
40. Deformation-Compensated Learning for Image Reconstruction Without Ground Truth
    Weijie Gan, Yu Sun, Cihat Eldeniz, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov · 2022 · IEEE Transactions on Medical Imaging
41. A Novel Reconstruction Algorithm with High Performance for Compressed Ultrafast Imaging
    Qian Shen, Jinshou Tian, Chengquan Pei · 2022 · Sensors
42. Plug-and-Play Regularization Using Linear Solvers
    Pravin Nair, Kunal N. Chaudhury · 2022 · IEEE Transactions on Image Processing
43. Dental Lesion Segmentation Using an Improved ICNet Network with Attention
    Tian Ma, Xin-Lei Zhou, Jiayi Yang, Boyang Meng, Jiali Qian, Jie-Hui Zhang, Gang Ge · 2022 · Micromachines
44. D3CNNs: Dual Denoiser Driven Convolutional Neural Networks for Mixed Noise Removal in Remotely Sensed Images
    Zhenghua Huang, Zifan Zhu, Zhicheng Wang, Xi Li, Biyun Xu, Yaozong Zhang, Hao Fang · 2023 · Remote Sensing
45. Deep Hyperspectral and Multispectral Image Fusion via Probabilistic Matrix Factorization
    Baihong Lin, Yulan Guo · 2023 · IEEE Transactions on Geoscience and Remote Sensing
46. Low rank tensor recovery by schatten capped p norm and plug-and-play regularization
    Lulu Guo, Kaixin Gao, Zheng‐Hai Huang · 2023 · Neurocomputing
47. Equilibrium Image Denoising With Implicit Differentiation
    Qi Chen, Yifei Wang, Zhengyang Geng, Yisen Wang, Jiansheng Yang, Zhouchen Lin · 2023 · IEEE Transactions on Image Processing
48. Temporally Correlated Compressed Sensing Using Generative Models for Channel Estimation in Unmanned Aerial Vehicles
    Nilesh Kumar Jha, Vincent K. N. Lau · 2023 · IEEE Transactions on Wireless Communications
49. DEDU: Dual-Enhancing Dense-UNet for Lowlight Image Enhancement and Denoise
    Hyungjoo Park, Hanseo Lim, Dong-Young Jang · 2024 · IEEE Access
50. Momentum accelerated unfolding network with spectral–spatial prior for computational spectral imaging
    Zeyu Cai, Chunlu Li, Yi Yu, Chengqian Jin, Feipeng Da · 2024 · Applied Soft Computing
51. Averaged Deep Denoisers for Image Regularization
    Pravin Nair, Kunal N. Chaudhury · 2024 · Journal of Mathematical Imaging and Vision
52. Learning to optimize: A tutorial for continuous and mixed-integer optimization
    Xiaohan Chen, Jialin Liu, Wotao Yin · 2024 · Science China Mathematics
53. Meta-learning based blind image super-resolution approach to different degradations
    Zhixiong Yang, Jingyuan Xia, Shengxi Li, Wende Liu, Shuaifeng Zhi, Shuanghui Zhang, Li Liu, Yaowen Fu, Denız Gündüz · 2024 · Neural Networks
54. CSwT-SR: Conv-Swin Transformer for Blind Remote Sensing Image Super-Resolution With Amplitude-Phase Learning and Structural Detail Alternating Learning
    Mingyang Hou, Zhiyong Huang, Zhi Hong Yu · 2024 · IEEE Transactions on Geoscience and Remote Sensing
55. Restoration by Generation with Constrained Priors
    Zheng Ding, Xuaner Zhang, Zhuowen Tu A, Zhihao Xia · 2024 · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings
56. RDM-IR: Task-adaptive deep unfolding network for All-In-One image restoration
    Yuanshuo Cheng, Mingwen Shao, Yecong Wan, Chao Wang · 2024 · Knowledge-Based Systems
57. Enhanced underwater object detection via attention mechanism and dilated large-kernel networks
    Junlin Ouyang, Yihao Li · 2025 · The Visual Computer
58. Learning Blind Denoising Network for Noisy Image Deblurring
    Meiya Chen, Yi Chang, Shuning Cao, Luxin Yan · 2020 · IEEE International Conference on Acoustics Speech and Signal Processing
59. Stacking Networks Dynamically for Image Restoration Based on the Plug-and-Play Framework
    Haixin Wang, Tianhao Zhang, Muzhi Yu, Jinan Sun, Wei Ye, Chen Wang, Shikun Zhang · 2020 · Lecture notes in computer science
60. Blind microscopy image denoising with a deep residual and multiscale encoder/decoder network
    Fabio Hernán Gil Zuluaga, Francesco Bardozzo, Jorge Iván Ríos Patiño · 2021 · Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society
61. Generalized Gaussian decomposition for full waveform LiDAR processing
    Zhiyong Gu, Jiancheng Lai, Chunyong Wang · 2022 · Measurement Science and Technology
62. An optimization method for motion blur image restoration and ringing suppression via texture mapping
    Wensheng Wang, Chang Su · 2022 · ISA Transactions
63. Beetle Antennae Search: Using Biomimetic Foraging Behaviour of Beetles to Fool a Well-Trained Neuro-Intelligent System
    Ameer Hamza Khan, Xinwei Cao, Bin Xu, Shuai Li · 2022 · Biomimetics
64. Analysis of Underwater Image Processing Methods for Annotation in Deep Learning Based Fish Detection
    José-Luis Lisani, Ana Belén Petro, Catalina Sbert · 2022 · IEEE Access
65. Relaxed modified Tseng algorithm for solving variational inclusion problems in real Banach spaces with applications
    ADAMU ABUBAKAR, Poom Kumam, KITKUAN DUANGKAMON · 2022 · Carpathian Journal of Mathematics
66. Mobile image restoration via prior quantization
    Shiqi Chen, Jingwen Zhou, Menghao Li · 2023 · Pattern Recognition Letters
67. Super-resolution image reconstruction using fractional-order total variation and adaptive regularization parameters
    Xiaomei Yang, Jiawei Zhang, Yanan Liu · 2018 · The Visual Computer
68. Chaotic Deep Network for Mobile D2D Communication
    Lixiang Li, Yixin Chen, Haipeng Peng · 2020 · IEEE Internet of Things Journal
69. Radiometric quality improvement of hyperspectral remote sensing images: a technical tutorial on variational framework
    Jie Li, Huanfeng Shen, Huifang Li · 2021 · Journal of Applied Remote Sensing
70. Hierarchical accumulation network with grid attention for image super-resolution
    Yue Yang, Yong Qi · 2021 · Knowledge-Based Systems
71. Digital Image Restoration in Matlab: A Case Study on Inverse and Wiener Filtering
    Mohammad Mahmudur Rahman Khan, Shadman Sakib, Rezoana Bente Arif · 2018
72. Unsupervised Image Noise Modeling with Self-Consistent GAN
    Hanshu Yan, Chen, Xuan, Vincent Y. F. Tan, Wenhan Yang, Wu, Joe, Jiashi Feng · 2019 · arXiv (Cornell University)
73. Mixed multiscale BM4D for three-dimensional optical coherence tomography denoising
    Ashkan Abbasi, Amirhassan Monadjemi, Leyuan Fang · 2023 · Computers in Biology and Medicine
74. TEM1Dformer: A Novel 1-D Time Series Deep Denoising Network for TEM Signals
    Dawei Pan, Tingye Qi, Guorui Feng, Haochen Wang, Zhicheng Zhang, Xiaoya Wei · 2023 · IEEE Sensors Journal
75. Constrained Regularization by Denoising With Automatic Parameter Selection
    Pasquale Cascarano, Alessandro Benfenati, Ulugbek S. Kamilov · 2024 · IEEE Signal Processing Letters
76. Towards scanning electron microscopy image denoising: a state-of-the-art overview, benchmark, taxonomies, and future direction
    Sheikh Shah Mohammad Motiur Rahman, Michel Salomon, Sounkalo Dembélé · 2024 · Machine Vision and Applications
77. HASN: hybrid attention separable network for efficient image super-resolution
    Weifeng Cao, Xiaoyan Lei, Jun Shi · 2024 · The Visual Computer
78. Optimal Transport Structure of CycleGAN for Unsupervised Learning for Inverse Problems
    Byeongsu Sim, Gyutaek Oh, Jong Chul Ye · 2020 · IEEE International Conference on Acoustics Speech and Signal Processing
79. Deep learning algorithm for Gaussian noise removal from images
    Mickael Aghajarian, John E. McInroy, Suresh Muknahallipatna · 2020 · Journal of Electronic Imaging
80. From general to specific: Online updating for blind super-resolution
    Shang Li, Guixuan Zhang, Zhengxiong Luo · 2022 · Pattern Recognition
81. Graph Attention Neural Network for Image Restoration
    Chong Mou, Jian Zhang · 2021 · IEEE International Conference on Multimedia and Expo (ICME)
82. Speckle Reduction in Matrix-Log Domain for Synthetic Aperture Radar Imaging
    Charles‐Alban Deledalle, Laurent Denis, Florence Tupin D · 2022 · Journal of Mathematical Imaging and Vision
83. Frequency-Based Enhancement Network for Efficient Super-Resolution
    Parichehr Behjati, Pau Rodríguez, Carles Fernández, Armin Mehri, F. Xavier Roca, Seiichi Ozawa, Jordi Gonzàlez · 2022 · IEEE Access
84. Blind Restoration of Atmospheric Turbulence-Degraded Images Based on Curriculum Learning
    Jie Shu, Chunzhi Xie, Zhisheng Gao · 2022 · Remote Sensing
85. All-in-one aerial image enhancement network for forest scenes
    Zhaoqi Chen, Chuansheng Wang, Fuquan Zhang, Ling Zhang, Antoni Grau, Edmundo Guerra · 2023 · Frontiers in Plant Science
86. ∇-Prox: Differentiable Proximal Algorithm Modeling for Large-Scale Optimization
    Zeqiang Lai, Kaixuan Wei, Ying Fu, Philipp Härtel, Felix Heide · 2023 · ACM Transactions on Graphics
87. Leveraging “Night–Day” Calibration Data to Correct Stripe Noise and Vignetting in SDGSAT-1 Nighttime-Light Images
    Yongkun Liu, Tengfei Long, Weili Jiao · 2023 · IEEE Transactions on Geoscience and Remote Sensing
88. Cnn-based Denoising of Time-Of-Flight Depth Images
    Quentin Bolsée, Adrian Munteanu · 2018 · Proceedings - International Conference on Image Processing
89. Deep Neural Network Structured Sparse Coding for Online Processing
    Haoli Zhao, Shuxue Ding, Li Xiang, Huakun Huang · 2018 · IEEE Access
90. Recovering the Unseen: Benchmarking the Generalization of Enhancement Methods to Real World Data in Heavy Fog
    Mario Bijelic, Paula Kysela, Tobias Gruber, Werner Ritter, Klaus Dietmayer · 2019
91. Analysis of deep learning architectures for turbulence mitigation in long-range imagery
    David Vint, Gaetano Di Caterina, John J. Soraghan · 2020
92. Burst Denoising via Temporally Shifted Wavelet Transforms
    Xuejian Rong, Denis Demandolx, Kevin Matzen · 2020 · Lecture notes in computer science
93. Image Super-Resolution Reconstruction Based on a Generative Adversarial Network
    Yun Jie Wu, Lin Lan, Huiyun Long, Guangqian Kong, Xun Duan, Changzhuan Xu · 2020 · IEEE Access
94. Enhanced Convergent PNP Algorithms For Image Restoration
    Matthieu Terris, Audrey Repetti, J.-C. Pesquet, Yves Wiaux · 2021 · Proceedings - International Conference on Image Processing
95. Micro-CT image denoising with an asymmetric perceptual convolutional network
    Weiguo Yao, Lujie Chen, Huiming Wu · 2021 · Physics in Medicine and Biology
96. A Novel Domain Transfer-Based Approach for Unsupervised Thermal Image Super-Resolution
    Rafael E. Rivadeneira, Angel Domingo Sappa, Boris X. Vintimilla · 2022 · Sensors
97. Deep-Based Film Grain Removal and Synthesis
    Zoubida Ameur, Wassim Hamidouche, Édouard François, Miloš Radosavljević, Daniel Ménard, Claire-Hélène Demarty · 2023 · IEEE Transactions on Image Processing
98. Fast and Robust Cascade Model for Multiple Degradation Single Image Super-Resolution
    Santiago Lopez-Tapia, Nicolas Perez de la Blanca · 2021 · IEEE Transactions on Image Processing
99. Bayesian Window Transformer for Image Restoration
    Jie Xiao, Xueyang Fu, Yurui Zhu, Zheng-Jun Zha · 2025 · IEEE Transactions on Pattern Analysis and Machine Intelligence
100. Residual Dilated Network with Attention for Image Blind Denoising
     Guanqun Hou, Yujiu Yang, Jing‐Hao Xue · 2019 · IEEE International Conference on Multimedia and Expo (ICME)