The design of electronic map displays
Human Factors
Virtual reality on a WIM: interactive worlds in miniature
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Virtual spaces and real world places: transfer of route knowledge
International Journal of Human-Computer Studies
COSIT '97 Proceedings of the International Conference on Spatial Information Theory: A Theoretical Basis for GIS
International Journal of Human-Computer Studies - Incorporating knowledge acquisition
Overcoming World in Miniature Limitations by a Scaled and Scrolling WIM
3DUI '06 Proceedings of the 3D User Interfaces
Evaluation of spatial displays for navigation without sight
ACM Transactions on Applied Perception (TAP)
The Transfer of Spatial Knowledge in Virtual Environment Training
Presence: Teleoperators and Virtual Environments
Presence: Teleoperators and Virtual Environments
Navigation System for the Blind: Auditory Display Modes and Guidance
Presence: Teleoperators and Virtual Environments
Learning with Virtual Verbal Displays: Effects of Interface Fidelity on Cognitive Map Development
Proceedings of the international conference on Spatial Cognition VI: Learning, Reasoning, and Talking about Space
An accelerated gradient method for trace norm minimization
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
On Total Variation Minimization and Surface Evolution Using Parametric Maximum Flows
International Journal of Computer Vision
Enhancement of Blurred and Noisy Images Based on an Original Variant of the Total Variation
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Compressive Algorithms--Adaptive Solutions of PDEs and Variational Problems
Proceedings of the 13th IMA International Conference on Mathematics of Surfaces XIII
Nonlinear regularization techniques for seismic tomography
Journal of Computational Physics
IEEE Transactions on Image Processing
Multiplicative Noise Removal Using L1 Fidelity on Frame Coefficients
Journal of Mathematical Imaging and Vision
A subband adaptive iterative shrinkage/thresholding algorithm
IEEE Transactions on Signal Processing
Expert Systems with Applications: An International Journal
An efficient algorithm for a class of fused lasso problems
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning incoherent sparse and low-rank patterns from multiple tasks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Multiplicative noise removal using variable splitting and constrained optimization
IEEE Transactions on Image Processing
IEEE Transactions on Audio, Speech, and Language Processing - Special issue on processing reverberant speech: methodologies and applications
Fast image recovery using variable splitting and constrained optimization
IEEE Transactions on Image Processing
Image tag refinement towards low-rank, content-tag prior and error sparsity
Proceedings of the international conference on Multimedia
Convex relaxation for multilabel problems with product label spaces
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Solving structured sparsity regularization with proximal methods
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Randomization of data acquisition and l1-optimization (recognition with compression)
Automation and Remote Control
Restoration of Poissonian images using alternating direction optimization
IEEE Transactions on Image Processing
Fast optimization for mixture prior models
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Efficient MR image reconstruction for compressed MR imaging
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Restoration of images based on subspace optimization accelerating augmented Lagrangian approach
Journal of Computational and Applied Mathematics
Journal of Mathematical Imaging and Vision
A non-adapted sparse approximation of PDEs with stochastic inputs
Journal of Computational Physics
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization
The Journal of Machine Learning Research
Topology Selection in Graphical Models of Autoregressive Processes
The Journal of Machine Learning Research
SIAM Journal on Imaging Sciences
Operator Splittings, Bregman Methods and Frame Shrinkage in Image Processing
International Journal of Computer Vision
Robust photometric stereo via low-rank matrix completion and recovery
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging
Journal of Mathematical Imaging and Vision
Robust principal component analysis?
Journal of the ACM (JACM)
A box constrained gradient projection algorithm for compressed sensing
Signal Processing
Adaptive algorithms for sparse system identification
Signal Processing
The minimum-rank gram matrix completion via modified fixed point continuation method
Proceedings of the 36th international symposium on Symbolic and algebraic computation
Integrating low-rank and group-sparse structures for robust multi-task learning
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Super-Linear Convergence of Dual Augmented Lagrangian Algorithm for Sparsity Regularized Estimation
The Journal of Machine Learning Research
Proximal Methods for Hierarchical Sparse Coding
The Journal of Machine Learning Research
Deconvolving Poissonian images by a novel hybrid variational model
Journal of Visual Communication and Image Representation
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: towards mobile and intelligent interaction environments - Volume Part III
Momentum acceleration of least-squares support vector machines
ICANN'11 Proceedings of the 21st international conference on Artificial neural networks - Volume Part II
Multi-subject dictionary learning to segment an atlas of brain spontaneous activity
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Functional brain imaging with M/EEG using structured sparsity in time-frequency dictionaries
IPMI'11 Proceedings of the 22nd international conference on Information processing in medical imaging
Proximal Algorithms for Multicomponent Image Recovery Problems
Journal of Mathematical Imaging and Vision
COSIT'11 Proceedings of the 10th international conference on Spatial information theory
Computers and Electrical Engineering
Composite splitting algorithms for convex optimization
Computer Vision and Image Understanding
Retrieval-based face annotation by weak label regularized local coordinate coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards low bit rate mobile visual search with multiple-channel coding
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Convex and Network Flow Optimization for Structured Sparsity
The Journal of Machine Learning Research
Structured Variable Selection with Sparsity-Inducing Norms
The Journal of Machine Learning Research
SIAM Journal on Imaging Sciences
Trace Norm Regularization: Reformulations, Algorithms, and Multi-Task Learning
SIAM Journal on Optimization
Alternating Direction Algorithms for $\ell_1$-Problems in Compressive Sensing
SIAM Journal on Scientific Computing
Gradient-Based Methods for Sparse Recovery
SIAM Journal on Imaging Sciences
NESTA: A Fast and Accurate First-Order Method for Sparse Recovery
SIAM Journal on Imaging Sciences
SIAM Journal on Imaging Sciences
Efficient Deterministic Compressed Sensing for Images with Chirps and Reed-Muller Codes
SIAM Journal on Imaging Sciences
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
ACM Transactions on Knowledge Discovery from Data (TKDD)
Efficient minimization for dictionary based sparse representation and signal recovery
Proceedings of the 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies
Journal of Scientific Computing
Efficient minimization of the non-local potts model
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Foundations and Trends® in Machine Learning
Optimization with Sparsity-Inducing Penalties
Foundations and Trends® in Machine Learning
Block-Based Compressed Sensing of Images and Video
Foundations and Trends in Signal Processing
Regularized sparse representation for spectrometric pulse separation and counting rate estimation
LVA/ICA'12 Proceedings of the 10th international conference on Latent Variable Analysis and Signal Separation
Nesterov's iterations for NMF-Based supervised classification of texture patterns
LVA/ICA'12 Proceedings of the 10th international conference on Latent Variable Analysis and Signal Separation
Neuroelectric current localization from combined EEG/MEG data
Proceedings of the 7th international conference on Curves and Surfaces
Discovering geographical topics in the twitter stream
Proceedings of the 21st international conference on World Wide Web
A fast iterative shrinkage-thresholding algorithm for electrical resistance tomography
WSEAS Transactions on Circuits and Systems
An augmented Lagrangian approach to general dictionary learning for image denoising
Journal of Visual Communication and Image Representation
A fast dual projected Newton method for l1-regularized least squares
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Convex approximations to sparse PCA via Lagrangian duality
Operations Research Letters
Robust multi-task feature learning
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Journal of Mathematical Imaging and Vision
Robust Video Restoration by Joint Sparse and Low Rank Matrix Approximation
SIAM Journal on Imaging Sciences
Structured sparsity via alternating direction methods
The Journal of Machine Learning Research
An improved GLMNET for L1-regularized logistic regression
The Journal of Machine Learning Research
A fast tri-factorization method for low-rank matrix recovery and completion
Pattern Recognition
Color demosaicking with an image formation model and adaptive PCA
Journal of Visual Communication and Image Representation
Image annotation by semantic sparse recoding of visual content
Proceedings of the 20th ACM international conference on Multimedia
Web-scale multi-task feature selection for behavioral targeting
Proceedings of the 21st ACM international conference on Information and knowledge management
Spatial and angular variational super-resolution of 4d light fields
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Robust and practical face recognition via structured sparsity
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Efficient point-to-subspace query in ℓ1 with application to robust face recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Approximate envelope minimization for curvature regularity
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Stochastic coordinate descent methods for regularized smooth and nonsmooth losses
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Sparse linear wind farm energy forecast
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Sparse Doppler-only snapshot imaging for space debris
Signal Processing
On analysis-based two-step interpolation methods for randomly sampled seismic data
Computers & Geosciences
Software review: Flexible, inversion-based Matlab implementation of the Radon transform
Computers & Geosciences
Saliency-guided compressive sensing approach to efficient laser range measurement
Journal of Visual Communication and Image Representation
MR images reconstruction based on TVWL2-L1 model
Journal of Visual Communication and Image Representation
Accelerated Linearized Bregman Method
Journal of Scientific Computing
Robust Visual Tracking via Structured Multi-Task Sparse Learning
International Journal of Computer Vision
Sparse Adaptive Parameterization of Variability in Image Ensembles
International Journal of Computer Vision
Computational Optimization and Applications
Computational Optimization and Applications
Computational Optimization and Applications
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Computing real solutions of polynomial systems via low-rank moment matrix completion
Proceedings of the 37th International Symposium on Symbolic and Algebraic Computation
Accelerated gradient methods and dual decomposition in distributed model predictive control
Automatica (Journal of IFAC)
Fast restoration of nonuniform blurred images
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Learning with infinitely many features
Machine Learning
Low-budget transient imaging using photonic mixer devices
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Multi-Level structured image coding on high-dimensional image representation
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Nonlocal spectral prior model for low-level vision
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
High frame-rate low-power compressive sampling CMOS image sensor architecture: [extended abstract]
Proceedings of the 23rd ACM international conference on Great lakes symposium on VLSI
An efficient ADMM algorithm for multidimensional anisotropic total variation regularization problems
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-source learning with block-wise missing data for Alzheimer's disease prediction
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Query-dependent visual dictionary adaptation for image reranking
Proceedings of the 21st ACM international conference on Multimedia
Greedy sparsity-constrained optimization
The Journal of Machine Learning Research
Smoothing multivariate performance measures
The Journal of Machine Learning Research
Robust spectral regression for face recognition
Neurocomputing
A comparison of typical ℓp minimization algorithms
Neurocomputing
High-quality computational imaging through simple lenses
ACM Transactions on Graphics (TOG)
Multi-layer deformation estimation for fluoroscopic imaging
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Sparse projections of medical images onto manifolds
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
A fixed-point augmented Lagrangian method for total variation minimization problems
Journal of Visual Communication and Image Representation
Gunther: search-based auto-tuning of mapreduce
Euro-Par'13 Proceedings of the 19th international conference on Parallel Processing
Probabilistic multi-label classification with sparse feature learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Active learning via neighborhood reconstruction
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
SCMF: sparse covariance matrix factorization for collaborative filtering
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Large-scale multilabel propagation based on efficient sparse graph construction
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Robust feature selection based on regularized brownboost loss
Knowledge-Based Systems
Proceedings of the 7th ACM international conference on Web search and data mining
Nesterov's algorithm solving dual formulation for compressed sensing
Journal of Computational and Applied Mathematics
Sparse algorithms of Random Weight Networks and applications
Expert Systems with Applications: An International Journal
Hybrid regularization image deblurring in the presence of impulsive noise
Journal of Visual Communication and Image Representation
A boundary condition based deconvolution framework for image deblurring
Journal of Computational and Applied Mathematics
Linear reconstruction measure steered nearest neighbor classification framework
Pattern Recognition
Nonparametric sparsity and regularization
The Journal of Machine Learning Research
Supervised feature selection in graphs with path coding penalties and network flows
The Journal of Machine Learning Research
Multi-stage multi-task feature learning
The Journal of Machine Learning Research
Journal of Computational Physics
A linearly convergent first-order algorithm for total variation minimisation in image processing
International Journal of Bioinformatics Research and Applications
Robust action recognition using local motion and group sparsity
Pattern Recognition
Bilinear discriminative dictionary learning for face recognition
Pattern Recognition
An Evaluation of the Sparsity Degree for Sparse Recovery with Deterministic Measurement Matrices
Journal of Mathematical Imaging and Vision
A Framework for Moving Least Squares Method with Total Variation Minimizing Regularization
Journal of Mathematical Imaging and Vision
Group subset selection for linear regression
Computational Statistics & Data Analysis
Hi-index | 0.02 |
We consider the class of iterative shrinkage-thresholding algorithms (ISTA) for solving linear inverse problems arising in signal/image processing. This class of methods, which can be viewed as an extension of the classical gradient algorithm, is attractive due to its simplicity and thus is adequate for solving large-scale problems even with dense matrix data. However, such methods are also known to converge quite slowly. In this paper we present a new fast iterative shrinkage-thresholding algorithm (FISTA) which preserves the computational simplicity of ISTA but with a global rate of convergence which is proven to be significantly better, both theoretically and practically. Initial promising numerical results for wavelet-based image deblurring demonstrate the capabilities of FISTA which is shown to be faster than ISTA by several orders of magnitude.