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image denoising

z-bingo/awesome-image-denoising-state-of-the-art From Bin Zhang


At this stage, we mainly collect advanced video denoising algorithms, and everyone can pull requests or remind me of updates if you visit the latest work.

video denoising

Yers/Moth Title Publication Open Source Remarks
2019 DVDnet: A Fast Network for Deep Video Denoising 2019 IEEE International Conference on Image Processing (ICIP) Github stars project
2020 Video Denoising by Combining Patch Search and CNNs Journal of Mathematical Imaging and Vision
2020 Learning Spatial and Spatio-Temporal Pixel Aggregations for Image and Video Denoising IEEE Transactions on Image Processing
8/2019 TOFlow: Video Enhancement with Task-Oriented Flow International Journal of Computer Vision
2021 MMFnet: Multiframe-to-Multiframe Network for Video Denoising IEEE Trans. Multimedia/IEEE Transactions on Multimedia
6/2019 EDVR: Video Restoration With Enhanced Deformable Convolutional Networks 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
7/2022 FloRNN: Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward Ones ECCV
2/2022 MANet: Improving Video Denoising with a Multi-Alignment Network ICIP'2022
10/2021 Patch Craft: Video Denoising by Deep Modeling and Patch Matching 2021 IEEE/CVF International Conference on Computer Vision (ICCV)
1/2020 FITVNet: First image then video: A two-stage network for spatiotemporal video denoising arXiv:2001.00346
9/2019 DVDnet: A Fast Network for Deep Video Denoising 2019 IEEE International Conference on Image Processing (ICIP)
6/2021 EMVD: Efficient Multi-Stage Video Denoising with Recurrent Spatio-Temporal Fusion 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
9/2019 A Non-Local CNN for Video Denoising 2019 IEEE International Conference on Image Processing (ICIP)
6/2020 FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
6/2019 ViDeNN: Deep Blind Video Denoising 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
10/2021 UDVD: Unsupervised Deep Video Denoising 2021 IEEE/CVF International Conference on Computer Vision (ICCV)
12/2022 Towards Real-World Video Denosing: A Practical Video Denosing Dataset and Network arXiv:2207.01356
6/2020 Supervised Raw Video Denoising With a Benchmark Dataset on Dynamic Scenes 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
1/2021 Self-supervised training for blind multi-frame video denoising 2021 IEEE Winter Conference on Applications of Computer Vision (WACV)
6/22 ReMoNet: Recurrent Multi-Output Network for Efficient Video Denoising Proceedings of the AAAI Conference on Artificial Intelligence
7/2016 Recursive non-local means filter for video denoising with Poisson-Gaussian noise 2016 IEEE National Aerospace and Electronics Conference (NAECON) and Ohio Innovation Summit (OIS)
10/2018 Real- Time Video Denoising on Mobile Phones 2018 25th IEEE International Conference on Image Processing (ICIP)
7/2019 Non-Local Video Denoising by CNN 2019 IEEE International Conference on Image Processing (ICIP)
6/2019 Model-Blind Video Denoising via Frame-To-Frame Training 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
9/2017 Meshflow video denoising 2017 IEEE International Conference on Image Processing (ICIP)
4/2015 Learning Deformable Kernels for Image and Video Denoising arXiv:1904.06903

Video dataset

Yers/Moth Title Publication Open Source Remarks
2022 Low-light Raw Video Denoising with a High-quality Realistic Motion Dataset TMM2022 Github stars Not uploaded
2022 Towards Real-World Video Denosing: A Practical Video Denosing Dataset and Network arxiv local pdf Not uploaded

Possible additions:

  • Video deblurring
  • Video rain removal
  • Video demisting

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