Leaderboards/Advanced Image Fusion Techniques

Advanced Image Fusion Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Linfeng Tang
Wuhan University
2
Syed Waqas Zamir
Inception Institute of Artificial Intelligence
3
Yuda Song
Zhejiang University
4
Zixuan Chen
Zhejiang University
5
Xinyu Jia
Hebei University of Technology
6
Yuning Cui
Technical University of Munich
7
Yuanhao Cai
Northwest University
8
Chunwei Tian
Northwestern Polytechnical University
9
Xunpeng Yi
Wuhan University
10
Wei-Hao Wu
University of Electronic Science and Technology of China

Rising Stars Papers

1
DEA-Net: Single Image Dehazing Based on Detail-Enhanced Convolution and Content-Guided Attention
IEEE Transactions on Image Processing|2024
759 cit.
2
Omni-Kernel Network for Image Restoration
Proceedings of the AAAI Conference on Artificial Intelligence|2024
222 cit.
3
Revitalizing Convolutional Network for Image Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence|2024
179 cit.
4
Diff-IF: Multi-modality image fusion via diffusion model with fusion knowledge prior
Information Fusion|2024
146 cit.
5
Text-IF: Leveraging Semantic Text Guidance for Degradation-Aware and Interactive Image Fusion
Unknown Journal|2024
129 cit.
6
EENet: An effective and efficient network for single image dehazing
Pattern Recognition|2024
70 cit.
7
Perceptive Self-Supervised Learning Network for Noisy Image Watermark Removal
IEEE Transactions on Circuits and Systems for Video Technology|2024
69 cit.
8
Structure-Aware Sparse-View X-Ray 3D Reconstruction
Unknown Journal|2024
57 cit.
9
A Self-Supervised CNN for Image Watermark Removal
IEEE Transactions on Circuits and Systems for Video Technology|2024
42 cit.
10
Diff-Retinex++: Retinex-Driven Reinforced Diffusion Model for Low-Light Image Enhancement
IEEE Transactions on Pattern Analysis and Machine Intelligence|2025
39 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Radu Timofte
ETH Zurich
2
Pedram Ghamisi
Helmholtz Institute Freiberg for Resource Technology
3
Chongyi Li
Nankai University
4
Fang Fang
University of Illinois Urbana-Champaign
5
Xuelong Li
China Telecom (China)
6
Ya Li
Minzu University of China
7
Tali Treibitz
University of Haifa
8
Hua Zong
Beijing Aerospace Flight Control Center
9
Jiajun Cai
University of Hong Kong
10
Deepika Koundal
University of Eastern Finland

Emerging Leaders Papers

1
Infrared and Visible Image Fusion via Decoupling Network
IEEE Transactions on Instrumentation and Measurement|2022
964 cit.
2
Underwater Image Enhancement via Minimal Color Loss and Locally Adaptive Contrast Enhancement
IEEE Transactions on Image Processing|2022
792 cit.
3
Image Dehazing Transformer with Transmission-Aware 3D Position Embedding
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)|2022
484 cit.
4
Underwater Image Enhancement With Hyper-Laplacian Reflectance Priors
IEEE Transactions on Image Processing|2022
479 cit.
5
Underwater Image Enhancement via Weighted Wavelet Visual Perception Fusion
IEEE Transactions on Circuits and Systems for Video Technology|2023
338 cit.
6
Underwater Image Enhancement by Attenuated Color Channel Correction and Detail Preserved Contrast Enhancement
IEEE Journal of Oceanic Engineering|2022
313 cit.
7
GS-SLAM: Dense Visual SLAM with 3D Gaussian Splatting
Unknown Journal|2024
284 cit.
8
Video super-resolution based on deep learning: a comprehensive survey
Artificial Intelligence Review|2022
220 cit.
9
Non-Uniform Illumination Underwater Image Restoration via Illumination Channel Sparsity Prior
IEEE Transactions on Circuits and Systems for Video Technology|2023
201 cit.
10
Landslide detection using deep learning and object-based image analysis
Landslides|2022
199 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Eero P. Simoncelli
Howard Hughes Medical Institute
2
Alan C. Bovik
The University of Texas at Austin
3
Lei Zhang
Nanjing University
4
Karen Egiazarian
Tampere University
5
Jocelyn Chanussot
Institut polytechnique de Grenoble
6
Jiayi Ma
Wuhan University
7
Jean‐Michel Morel
École Normale Supérieure Paris-Saclay
8
Liangpei Zhang
Wuhan University
9
Martin Vetterli
National Audiovisual Institute
10
Antonio Plaza
Universidad de Extremadura

Current Senior Leaders Papers

1
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing|2004
56k cit.
2
Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering
IEEE Transactions on Image Processing|2007
9.2k cit.
3
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
IEEE Transactions on Image Processing|2017
8.8k cit.
4
A Non-Local Algorithm for Image Denoising
Unknown Journal|2005
7.1k cit.
5
Making a “Completely Blind” Image Quality Analyzer
IEEE Signal Processing Letters|2012
6.4k cit.
6
Multiscale structural similarity for image quality assessment
Unknown Journal|2004
5.9k cit.
7
No-Reference Image Quality Assessment in the Spatial Domain
IEEE Transactions on Image Processing|2012
5.8k cit.
8
A universal image quality index
IEEE Signal Processing Letters|2002
5.7k cit.
9
Image information and visual quality
IEEE Transactions on Image Processing|2006
4k cit.
10
The contourlet transform: an efficient directional multiresolution image representation
IEEE Transactions on Image Processing|2005
3.9k cit.

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