4.7 Article

Support vector machine embedding discriminative dictionary pair learning for pattern classification

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Computer Science, Artificial Intelligence

Twin-Incoherent Self-Expressive Locality-Adaptive Latent Dictionary Pair Learning for Classification

Zhao Zhang et al.

Summary: The proposed SLatDPL model integrates coefficient learning and salient feature extraction, enabling simultaneous discovery of underlying subspaces and salient features. Through twin-incoherence constraint and adaptive weighting strategy, SLatDPL ensures the block-diagonality of encoding coefficients and discriminative salient features. Extensive simulations on multiple public databases demonstrate the satisfactory performance of SLatDPL compared to related methods.

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS (2021)

Article Computer Science, Information Systems

Factorized Tensor Dictionary Learning for Visual Tensor Data Completion

Ruotao Xu et al.

Summary: This paper presents a dictionary-learning method based on a convolutional analysis model and an orthogonality-constrained convolutional factorization scheme for completing visual tensor data, which outperforms existing methods in performance in experiments.

IEEE TRANSACTIONS ON MULTIMEDIA (2021)

Article Engineering, Electrical & Electronic

Sparse Analysis Model Based Dictionary Learning for Signal Declipping

Bin Li et al.

Summary: The text discusses a sparse analysis-model-based declipping method, which shows better performance compared to other algorithms. Experimental results demonstrate improved performance in signal recovery for speech and music signals compared to recent state-of-the-art methods.

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING (2021)

Article Geochemistry & Geophysics

A Novel Semicoupled Projective Dictionary Pair Learning Method for PolSAR Image Classification

Yanqiao Chen et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2019)

Article Engineering, Electrical & Electronic

Sparse Recovery and Dictionary Learning From Nonlinear Compressive Measurements

Lucas Rencker et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2019)

Article Computer Science, Artificial Intelligence

Analysis Dictionary Learning Based Classification: Structure for Robustness

Wen Tang et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2019)

Proceedings Paper Imaging Science & Photographic Technology

DISCRIMINATIVE ANALYSIS DICTIONARY AND CLASSIFIER LEARNING FOR PATTERN CLASSIFICATION

Weiwei Wang et al.

2019 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) (2019)

Article Engineering, Electrical & Electronic

Class-Aware Analysis Dictionary Learning for Pattern Classification

Jiujun Wang et al.

IEEE SIGNAL PROCESSING LETTERS (2017)

Article Engineering, Electrical & Electronic

Sparse analysis model based multiplicative noise removal with enhanced regularization

Jing Dong et al.

SIGNAL PROCESSING (2017)

Article Engineering, Electrical & Electronic

Sparse Codes Auto-Extractor for Classification: A Joint Embedding and Dictionary Learning Framework for Representation

Zhao Zhang et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2016)

Article Engineering, Electrical & Electronic

Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning

Jing Dong et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2016)

Article Computer Science, Artificial Intelligence

Projective dictionary pair learning for EEG signal classification in brain computer interface applications

Rasool Ameri et al.

NEUROCOMPUTING (2016)

Article Computer Science, Artificial Intelligence

PCANet: A Simple Deep Learning Baseline for Image Classification?

Tsung-Han Chan et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2015)

Article Engineering, Electrical & Electronic

Dictionary Learning for Analysis-Synthesis Thresholding

Ron Rubinstein et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2014)

Proceedings Paper Computer Science, Artificial Intelligence

Support Vector Guided Dictionary Learning

Sijia Cai et al.

COMPUTER VISION - ECCV 2014, PT IV (2014)

Article Mathematics, Applied

The cosparse analysis model and algorithms

S. Nam et al.

APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS (2013)

Article Computer Science, Artificial Intelligence

Label Consistent K-SVD: Learning a Discriminative Dictionary for Recognition

Zhuolin Jiang et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2013)

Article Engineering, Electrical & Electronic

Analysis K-SVD: A Dictionary-Learning Algorithm for the Analysis Sparse Model

Ron Rubinstein et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2013)

Article Engineering, Electrical & Electronic

Learning Sparsifying Transforms

Saiprasad Ravishankar et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2013)

Article Engineering, Electrical & Electronic

Simultaneous Codeword Optimization (SimCO) for Dictionary Update and Learning

Wei Dai et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2012)

Article Computer Science, Information Systems

Signal recovery from random measurements via orthogonal matching pursuit

Joel A. Tropp et al.

IEEE TRANSACTIONS ON INFORMATION THEORY (2007)

Article Engineering, Electrical & Electronic

K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation

Michal Aharon et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2006)

Article Computer Science, Artificial Intelligence

From few to many: Illumination cone models for face recognition under variable lighting and pose

AS Georghiades et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2001)