Leaderboards/Image and Signal Denoising Methods

Image and Signal Denoising Methods

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Syed Waqas Zamir
Inception Institute of Artificial Intelligence
2
Jingyun Liang
ETH Zurich
3
Yifan Jiang
The University of Texas at Austin
4
Hanting Chen
Huawei Technologies (Sweden)
5
Chitwan Saharia
Google (United States)
6
Xintao Wang
Ganzhou People's Hospital
7
Dan Hendrycks
Meso Scale Discovery (United States)
8
Degang Wang
Chinese Academy of Sciences
9
Lintao Peng
Nanyang Technological University
10
Dailan He
Chinese University of Hong Kong

Rising Stars Papers

1
VRT: A Video Restoration Transformer
IEEE Transactions on Image Processing|2024
181 cit.
2
Sliding Dual-Window-Inspired Reconstruction Network for Hyperspectral Anomaly Detection
IEEE Transactions on Geoscience and Remote Sensing|2024
78 cit.
3
Nonlocal and Local Feature-Coupled Self-Supervised Network for Hyperspectral Anomaly Detection
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing|2025
45 cit.
4
Experimental investigation on in-cylinder working process and thermal efficiency of ammonia/diesel low-carbon engine with pre-injection strategy
Applied Thermal Engineering|2024
41 cit.
5
Global Feature-Injected Blind-Spot Network for Hyperspectral Anomaly Detection
IEEE Geoscience and Remote Sensing Letters|2024
24 cit.
6
Large-scale single-pixel imaging and sensing
Advanced Photonics Nexus|2025
10 cit.
7
Adaptive Dual-domain Learning for Underwater Image Enhancement
Proceedings of the AAAI Conference on Artificial Intelligence|2025
7 cit.
8
An information entropy-based fuzzy stochastic configuration network for robust data modeling
Information Sciences|2024
6 cit.
9
Boosting bacterial detection with hyperspectral mining
Optica|2025
4 cit.
10
Uncertainty-Driven Parallel Transformer-Based Segmentation for Oral Disease Dataset
IEEE Transactions on Image Processing|2025
1 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Radu Timofte
ETH Zurich
2
Zhangyang Wang
The University of Texas at Austin
3
Dmitry Ulyanov
Skolkovo Institute of Science and Technology
4
Chris Olah
Google (United States)
5
Mohammad Norouzi
Qazvin Islamic Azad University
6
Chao Dong
Chinese Academy of Sciences
7
Florian Jug
Center for Systems Biology Dresden
8
Chongyi Li
Nankai University
9
Justin Gilmer
Worthing Hospital
10
Alexis Molina
University of Castilla-La Mancha

Emerging Leaders Papers

1
Image Super-Resolution Via Iterative Refinement
IEEE Transactions on Pattern Analysis and Machine Intelligence|2022
1.6k cit.
2
Activating More Pixels in Image Super-Resolution Transformer
Unknown Journal|2023
993 cit.
3
Underwater Image Enhancement via Minimal Color Loss and Locally Adaptive Contrast Enhancement
IEEE Transactions on Image Processing|2022
792 cit.
4
Image Dehazing Transformer with Transmission-Aware 3D Position Embedding
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
484 cit.
5
Underwater Image Enhancement With Hyper-Laplacian Reflectance Priors
IEEE Transactions on Image Processing|2022
479 cit.
6
LABKIT: Labeling and Segmentation Toolkit for Big Image Data
Frontiers in Computer Science|2022
346 cit.
7
Underwater Image Enhancement via Weighted Wavelet Visual Perception Fusion
IEEE Transactions on Circuits and Systems for Video Technology|2023
338 cit.
8
Underwater Image Enhancement by Attenuated Color Channel Correction and Detail Preserved Contrast Enhancement
IEEE Journal of Oceanic Engineering|2022
313 cit.
9
Blueprint Separable Residual Network for Efficient Image Super-Resolution
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)|2022
253 cit.
10
Video super-resolution based on deep learning: a comprehensive survey
Artificial Intelligence Review|2022
220 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Terence Tao
University of California, Los Angeles
2
Alan C. Bovik
The University of Texas at Austin
3
Ruslan Salakhutdinov
Massachusetts Institute of Technology
4
Martin Vetterli
National Audiovisual Institute
5
Iain M. Johnstone
Stanford University
6
Donald Geman
Johns Hopkins University
7
Karen Egiazarian
Tampere University
8
Gilbert P. Compo
Cooperative Institute for Research in Environmental Sciences
9
Jean‐Michel Morel
École Normale Supérieure Paris-Saclay
10
Marc Teboulle
Tel Aviv University

Current Senior Leaders Papers

1
Dropout: a simple way to prevent neural networks from overfitting
Unknown Journal|2014
34.3k cit.
2
Reducing the Dimensionality of Data with Neural Networks
Science|2006
21k cit.
3
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
IEEE Transactions on Pattern Analysis and Machine Intelligence|1984
18k cit.
4
Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information
IEEE Transactions on Information Theory|2006
15.8k cit.
5
A Practical Guide to Wavelet Analysis
Bulletin of the American Meteorological Society|1998
14.9k cit.
6
A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems
SIAM Journal on Imaging Sciences|2009
12k cit.
7
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
IEEE Transactions on Image Processing|2007
9.2k cit.
8
Ideal spatial adaptation by wavelet shrinkage
Biometrika|1994
7.8k cit.
9
Decoding by Linear Programming
IEEE Transactions on Information Theory|2005
7.3k cit.
10
Stable signal recovery from incomplete and inaccurate measurements
Communications on Pure and Applied Mathematics|2006
7.2k cit.

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