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Career

· Researcher, Massachusetts Institute of Technology (MIT) Research Laboratory of Electronics (RLE)2024–
· Researcher, Bilibili Inc.
· Postdoctoral Researcher, MIT

Publications (82)

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising
IEEE Transactions on Image Processing · 2016
7,906
cited
NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results
2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2017
1,791
cited
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2015
1,281
cited
iPiano: Inertial Proximal Algorithm for Nonconvex Optimization
SIAM Journal of Imaging Sciences · 2014
459
cited
LEARN: Learned Experts’ Assessment-Based Reconstruction Network for Sparse-Data CT
IEEE Transactions on Medical Imaging · 2017
389
cited
On learning optimized reaction diffusion processes for effective image restoration
Computer Vision and Pattern Recognition · 2015
330
cited
Hyperspectral Image Restoration Using Low-Rank Tensor Recovery
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2017
161
cited
Insights Into Analysis Operator Learning: From Patch-Based Sparse Models to Higher Order MRFs
IEEE Transactions on Image Processing · 2014
117
cited
Learning Dynamic Guidance for Depth Image Enhancement
Computer Vision and Pattern Recognition · 2017
95
cited
Revisiting Loss-Specific Training of Filter-Based MRFs for Image Restoration
German Conference on Pattern Recognition · 2013
65
cited
Semi-Supervised Image Deraining Using Knowledge Distillation
IEEE transactions on circuits and systems for video technology (Print) · 2022
60
cited
Real-Time Denoising of Brillouin Optical Time Domain Analyzer With High Data Fidelity Using Convolutional Neural Networks
Journal of Lightwave Technology · 2019
56
cited
NTIRE 2023 Challenge on Image Denoising: Methods and Results
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2023
53
cited
A bi-level view of inpainting - based image compression
arXiv.org · 2014
48
cited
NTIRE 2023 Challenge on 360° Omnidirectional Image and Video Super-Resolution: Datasets, Methods and Results
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2023
39
cited
Learning ℓ1-based analysis and synthesis sparsity priors using bi-level optimization
Neural Information Processing Systems · 2014
38
cited
NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2022
38
cited
A Higher-Order MRF Based Variational Model for Multiplicative Noise Reduction
IEEE Signal Processing Letters · 2014
36
cited
Learning Non-local Image Diffusion for Image Denoising
ACM Multimedia · 2017
31
cited
Self-Supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations
European Conference on Computer Vision · 2022
28
cited
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