Xiao-Tong Yuan

IEEE Trans. Multim., 2024

A Short-Long Term Sequence Learning Network for Precipitation Nowcasting.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2024

Spatiotemporal Enhanced Adversarial Network for Precipitation Nowcasting.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

Deep Precipitation Nowcasting With Dual Regions Displacement Information and Global Spatiotemporal Representations Learning.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2024

Iterative Regularization with k-support Norm: An Important Complement to Sparse Recovery.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Improving fluorescence lifetime imaging microscopy phasor accuracy using convolutional neural networks.

[BibT_eX]

[DOI]

Frontiers Bioinform., May, 2023

Sharper Analysis for Minibatch Stochastic Proximal Point Methods: Stability, Smoothness, and Deviation.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2023

L2-Uniform Stability of Randomized Learning Algorithms: Sharper Generalization Bounds and Confidence Boosting.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Exponential Generalization Bounds with Near-Optimal Rates for $L_q$-Stable Algorithms.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Minimum Path Cost Multi-path Routing Algorithm with No Intersecting Links in Quantum Key Distribution Networks.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Information Systems and Computer Aided Educatio, 2023

2022

Stability and Risk Bounds of Iterative Hard Thresholding.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2022

Global Tropical Cyclone Precipitation Estimation via a Multitask Convolutional Neural Network Based on HURSAT-B1 Data.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2022

A globally convergent approximate Newton method for non-convex sparse learning.

[BibT_eX]

[DOI]

Hui Shuai

Pattern Recognit., 2022

A Hybrid Stochastic-Deterministic Minibatch Proximal Gradient Method for Efficient Optimization and Generalization.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2022

Boosting the Confidence of Generalization for L2-Stable Randomized Learning Algorithms.

[BibT_eX]

[DOI]

CoRR, 2022

On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2021

Matrix Completion with Deterministic Sampling: Theories and Methods.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2021

Convolutional Neural Network Denoising in Fluorescence Lifetime Imaging Microscopy (FLIM).

[BibT_eX]

[DOI]

CoRR, 2021

Deep learning-based super-resolution fluorescence microscopy on small datasets.

[BibT_eX]

[DOI]

CoRR, 2021

Task similarity aware meta learning: theory-inspired improvement on MAML.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Towards Understanding Why Lookahead Generalizes Better Than SGD and Beyond.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

DeepACG: Co-Saliency Detection via Semantic-Aware Contrast Gromov-Wasserstein Distance.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020

Learning Non-Locally Regularized Compressed Sensing Network With Half-Quadratic Splitting.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2020

Dual Iterative Hard Thresholding.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2020

On Convergence of Distributed Approximate Newton Methods: Globalization, Sharper Bounds and Beyond.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2020

Machine learning for faster and smarter fluorescence lifetime imaging microscopy.

[BibT_eX]

[DOI]

CoRR, 2020

Pruning Deep Convolutional Neural Networks via Gradient Support Pursuit.

[BibT_eX]

[DOI]

Jue Wang

Proceedings of the Pattern Recognition and Computer Vision - Third Chinese Conference, 2020

Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

Meta-learning with Network Pruning.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2020, 2020

Nearly Non-Expansive Bounds for Mahalanobis Hard Thresholding.

[BibT_eX]

[DOI]

Proceedings of the Conference on Learning Theory, 2020

2019

Pyramid Fully Convolutional Network for Hyperspectral and Multispectral Image Fusion.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

基于近似牛顿法的分布式卷积神经网络训练 (Distributed Convolutional Neural Networks Based on Approximate Newton-type Mothod).

[BibT_eX]

[DOI]

Yahui Wang

Bo Liu

计算机科学, 2019

Hyperspectral image classification using spectral-spatial LSTMs.

[BibT_eX]

[DOI]

Neurocomputing, 2019

Pruning Convolutional Neural Networks via Stochastic Gradient Hard Thresholding.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Computer Vision - Second Chinese Conference, 2019

Quadratic Approximation Greedy Pursuit for Cardinality-Constrained Sparse Learning.

[BibT_eX]

[DOI]

Hui Shuai

Proceedings of the Pattern Recognition and Computer Vision - Second Chinese Conference, 2019

Efficient Meta Learning via Minibatch Proximal Update.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds.

[BibT_eX]

[DOI]

Jiashi Feng

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

Distributed Inexact Newton-type Pursuit for Non-convex Sparse Learning.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

2018

Reversed Spectral Hashing.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2018

Matrix Completion with Nonuniform Sampling: Theories and Methods.

[BibT_eX]

[DOI]

CoRR, 2018

Integrating Convolutional Neural Network and Gated Recurrent Unit for Hyperspectral Image Spectral-Spatial Classification.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition and Computer Vision - First Chinese Conference, 2018

Efficient Stochastic Gradient Hard Thresholding.

[BibT_eX]

[DOI]

Jiashi Feng

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

New Insight into Hybrid Stochastic Gradient Descent: Beyond With-Replacement Sampling and Convexity.

[BibT_eX]

[DOI]

Jiashi Feng

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

New Incremental Learning Algorithm for Semi-Supervised Support Vector Machine.

[BibT_eX]

[DOI]

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

2017

Sparseness Analysis in the Pretraining of Deep Neural Networks.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2017

Parallel Sparse Subspace Clustering via Joint Sample and Parameter Blockwise Partition.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2017

Robust Matrix Discriminative Analysis for Feature Extraction From Hyperspectral Images.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017

Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification.

[BibT_eX]

[DOI]

Remote. Sens., 2017

Newton-Type Greedy Selection Methods for ℓ0-Constrained Minimization.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2017

Gradient Hard Thresholding Pursuit.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2017

A New Theory for Matrix Completion.

[BibT_eX]

[DOI]

Guangcan Liu

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

2016

Efficient χ2 Kernel Linearization via Random Feature Maps.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2016

Training Skinny Deep Neural Networks with Iterative Hard Thresholding Methods.

[BibT_eX]

[DOI]

CoRR, 2016

Grey relational analysis based on velocity and acceleration and its application.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics, 2016

Learning Additive Exponential Family Graphical Models via \ell_{2, 1}-norm Regularized M-Estimation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Exact Recovery of Hard Thresholding Pursuit.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

Efficient k-Support-Norm Regularized Minimization via Fully Corrective Frank-Wolfe Method.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Large-Scale Graph-Based Semi-Supervised Learning via Tree Laplacian Solver.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

Decentralized Robust Subspace Clustering.

[BibT_eX]

[DOI]

Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016

2015

Sparse random projection for χ2 kernel linearization: Algorithm and applications to image classification.

[BibT_eX]

[DOI]

Zhenzhen Wang

Neurocomputing, 2015

Additive Nearest Neighbor Feature Maps.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

2014

Robust Recognition via Information Theoretic Learning

[BibT_eX]

[DOI]

Springer Briefs in Computer Science, Springer, ISBN: 978-3-319-07416-0, 2014

Partial Gaussian Graphical Model Estimation.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

Autogrouped Sparse Representation for Visual Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2014

Structured partial least squares for simultaneous object tracking and segmentation.

[BibT_eX]

[DOI]

Neurocomputing, 2014

Robust tracking via patch-based appearance model and local background estimation.

[BibT_eX]

[DOI]

Neurocomputing, 2014

Continuous attractors of higher-order recurrent neural networks with infinite neurons.

[BibT_eX]

[DOI]

Neurocomputing, 2014

Gradient Hard Thresholding Pursuit for Sparsity-Constrained Optimization.

[BibT_eX]

[DOI]

Proceedings of the 31th International Conference on Machine Learning, 2014

Sparse Additive Subspace Clustering.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2014, 2014

Newton Greedy Pursuit: A Quadratic Approximation Method for Sparsity-Constrained Optimization.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013

Forward Basis Selection for Pursuing Sparse Representations over a Dictionary.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2013

Supervised sparse patch coding towards misalignment-robust face recognition.

[BibT_eX]

[DOI]

J. Vis. Commun. Image Represent., 2013

Truncated power method for sparse eigenvalue problems.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2013

A fast convex conjugated algorithm for sparse recovery.

[BibT_eX]

[DOI]

Wei-Shi Zheng

Neurocomputing, 2013

Why does the unsupervised pretraining encourage moderate-sparseness?

[BibT_eX]

[DOI]

CoRR, 2013

Learning weighted Hamming distance for binary descriptors.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2013

2012

Movie2Comics: Towards a Lively Video Content Presentation.

[BibT_eX]

[DOI]

IEEE Trans. Multim., 2012

Agglomerative Mean-Shift Clustering.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2012

Visual Classification With Multitask Joint Sparse Representation.

[BibT_eX]

[DOI]

Xiaobai Liu

IEEE Trans. Image Process., 2012

Nondegenerate Piecewise Linear Systems: A Finite Newton Algorithm and Applications in Machine Learning.

[BibT_eX]

[DOI]

Neural Comput., 2012

Forward Basis Selection for Sparse Approximation over Dictionary.

[BibT_eX]

[DOI]

Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012

Auto-Grouped Sparse Representation for Visual Analysis.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2012, 2012

2011

Video accessibility enhancement for hearing-impaired users.

[BibT_eX]

[DOI]

ACM Trans. Multim. Comput. Commun. Appl., 2011

Correntropy based feature selection using binary projection.

[BibT_eX]

[DOI]

Pattern Recognit., 2011

A Finite Newton Algorithm for Non-degenerate Piecewise Linear Systems.

[BibT_eX]

[DOI]

Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, 2011

Information-Theoretic Measures for Objective Evaluation of Classifications

[BibT_eX]

[DOI]

CoRR, 2011

Towards multi-semantic image annotation with graph regularized exclusive group lasso.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Multimedia 2011, Scottsdale, AZ, USA, November 28, 2011

Supervised Sparse Patch Coding towards Misalignment-Robust Face Recognition.

[BibT_eX]

[DOI]

Proceedings of the Sixth International Conference on Image and Graphics, 2011

Multi-class semi-supervised SVMs with Positiveness Exclusive Regularization.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2011

Multi-label visual classification with label exclusive context.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Computer Vision, 2011

Accelerated low-rank visual recovery by random projection.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE Conference on Computer Vision and Pattern Recognition, 2011

Efficient Subspace Segmentation via Quadratic Programming.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence, 2011

2010

Principal component analysis based on non-parametric maximum entropy.

[BibT_eX]

[DOI]

Neurocomputing, 2010

Local Histogram of Figure/Ground Segmentations for Dynamic Background Subtraction.

[BibT_eX]

[DOI]

EURASIP J. Adv. Signal Process., 2010

Cast2Face: character identification in movie with actor-character correspondence.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Multimedia 2010, 2010

Movie2Comics: a feast of multimedia artwork.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Multimedia 2010, 2010

iComics: automatic conversion of movie into comics.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Multimedia 2010, 2010

Robust Low-Rank Subspace Segmentation with Semidefinite Guarantees.

[BibT_eX]

[DOI]

Proceedings of the ICDMW 2010, 2010

Visual tracking via weakly supervised learning from multiple imperfect oracles.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

Visual classification with multi-task joint sparse representation.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010

2009

Agglomerative Mean-Shift Clustering via Query Set Compression.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2009

Robust feature extraction via information theoretic learning.

[BibT_eX]

[DOI]

Proceedings of the 26th Annual International Conference on Machine Learning, 2009

Stochastic gradient kernel density mode-seeking.

[BibT_eX]

[DOI]

Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

Robust Discriminant Analysis Based on Nonparametric Maximum Entropy.

[BibT_eX]

[DOI]

Proceedings of the Advances in Machine Learning, 2009

2008

A set theoretical method for video synopsis.

[BibT_eX]

[DOI]

Proceedings of the 1st ACM SIGMM International Conference on Multimedia Information Retrieval, 2008

Regularized active shape model for shape alignment.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2008), 2008

2007

Half Quadratic Analysis for Mean Shift: with Extension to A Sequential Data Mode-Seeking Method.

[BibT_eX]

[DOI]

Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

Real-time Object Classification in Video Surveillance Based on Appearance Learning.

[BibT_eX]

[DOI]

Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

Structured Ordinal Features for Appearance-Based Object Representation.

[BibT_eX]

[DOI]

Proceedings of the Analysis and Modeling of Faces and Gestures, 2007

Color Constancy Via Convex Kernel Optimization.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision, 2007

2006

A Random Field Model for Improved Feature Extraction and Tracking.

[BibT_eX]

[DOI]

Proceedings of the Advanced Video and Signal Based Surveillance, 2006

Learning Feature Extraction and Classification for Tracking Multiple Objects: A Unified Framework.

[BibT_eX]

[DOI]

Proceedings of the Advanced Video and Signal Based Surveillance, 2006

2005

A Robust Framework For Eigenspace Image Reconstruction.

[BibT_eX]

[DOI]

HongWen Zhu

ShuTang Yang

Proceedings of the 7th IEEE Workshop on Applications of Computer Vision / IEEE Workshop on Motion and Video Computing (WACV/MOTION 2005), 2005

Region Tracking via HMMF in Joint Feature-Spatial Space.

[BibT_eX]

[DOI]

ShuTang Yang

HongWen Zhu

Proceedings of the 7th IEEE Workshop on Applications of Computer Vision / IEEE Workshop on Motion and Video Computing (WACV/MOTION 2005), 2005

Joint feature-spatial-measure space: a new approach to highly efficient probabilistic object tracking.

[BibT_eX]

[DOI]

Feng Chen