2024
Deep Variational Network Toward Blind Image Restoration.
IEEE Trans. Pattern Anal. Mach. Intell., November, 2024
Weight Decay With Tailored Adam on Scale-Invariant Weights for Better Generalization.
IEEE Trans. Neural Networks Learn. Syst., May, 2024
Perception-Distortion Balanced Super-Resolution: A Multi-Objective Optimization Perspective.
IEEE Trans. Image Process., 2024
SGD with Partial Hessian for Deep Neural Networks Optimization.
CoRR, 2024
Improving the Stability of Diffusion Models for Content Consistent Super-Resolution.
CoRR, 2024
2023
Spatial-Frequency Attention for Image Denoising.
CoRR, 2023
NKFAC: A Fast and Stable KFAC Optimizer for Deep Neural Networks.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023
A General Regret Bound of Preconditioned Gradient Method for DNN Training.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
2022
Unfolded Deep Kernel Estimation for Blind Image Super-Resolution.
Proceedings of the Computer Vision - ECCV 2022, 2022
An Embedded Feature Whitening Approach to Deep Neural Network Optimization.
Proceedings of the Computer Vision - ECCV 2022, 2022
2021
Deep Convolutional Dictionary Learning for Image Denoising.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021
2020
Robust Multiview Subspace Learning With Nonindependently and Nonidentically Distributed Complex Noise.
IEEE Trans. Neural Networks Learn. Syst., 2020
Fast Multi-Scale Structural Patch Decomposition for Multi-Exposure Image Fusion.
IEEE Trans. Image Process., 2020
Group Maximum Differentiation Competition: Model Comparison with Few Samples.
IEEE Trans. Pattern Anal. Mach. Intell., 2020
Variational Image Restoration Network.
CoRR, 2020
Online Multi-view Subspace Learning with Mixed Noise.
Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020
Momentum Batch Normalization for Deep Learning with Small Batch Size.
Proceedings of the Computer Vision - ECCV 2020, 2020
Gradient Centralization: A New Optimization Technique for Deep Neural Networks.
Proceedings of the Computer Vision - ECCV 2020, 2020
Degradation Model Learning for Real-World Single Image Super-Resolution.
Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020
Second-Order Camera-Aware Color Transformation for Cross-Domain Person Re-identification.
Proceedings of the Computer Vision - ACCV 2020 - 15th Asian Conference on Computer Vision, Kyoto, Japan, November 30, 2020
2019
Extreme Learning Machine With Affine Transformation Inputs in an Activation Function.
IEEE Trans. Neural Networks Learn. Syst., 2019
Panoramic Background Image Generation for PTZ Cameras.
IEEE Trans. Image Process., 2019
Foreground Gating and Background Refining Network for Surveillance Object Detection.
IEEE Trans. Image Process., 2019
Sharp Attention Network via Adaptive Sampling for Person Re-Identification.
IEEE Trans. Circuits Syst. Video Technol., 2019
FPCANet: Fisher discrimination for Principal Component Analysis Network.
Knowl. Based Syst., 2019
Variational Denoising Network: Toward Blind Noise Modeling and Removal.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Toward Real-World Single Image Super-Resolution: A New Benchmark and a New Model.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision, 2019
NTIRE 2019 Challenge on Real Image Denoising: Methods and Results.
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Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019
2018
Robust Online Matrix Factorization for Dynamic Background Subtraction.
IEEE Trans. Pattern Anal. Mach. Intell., 2018
Model Inconsistent but Correlated Noise: Multi-view Subspace Learning with Regularized Mixture of Gaussians.
CoRR, 2018
Foreground Gated Network for Surveillance Object Detection.
Proceedings of the Fourth IEEE International Conference on Multimedia Big Data, 2018
A Probabilistic Hierarchical Model for Multi-View and Multi-Feature Classification.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018
2017
Robust Multi-Exposure Image Fusion: A Structural Patch Decomposition Approach.
IEEE Trans. Image Process., 2017
Waterloo Exploration Database: New Challenges for Image Quality Assessment Models.
IEEE Trans. Image Process., 2017
2016
Group MAD Competition? A New Methodology to Compare Objective Image Quality Models.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016