Perceptual normalization of the vowels of a man and a child in various contexts
Speech Communication
Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Surface modeling with oriented particle systems
SIGGRAPH '92 Proceedings of the 19th annual conference on Computer graphics and interactive techniques
Shape and motion from image streams under orthography: a factorization method
International Journal of Computer Vision
Neural Computation
Discriminant Adaptive Nearest Neighbor Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Visual Learning for Object Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Generic Bilinear Calibration-Estimation Problem
International Journal of Computer Vision
Learning to learn
Learning to learn
Recovery of 3D volume from 2-tone images of novel objects
Object recognition in man, monkey, and machine
Fluid Concepts and Creative Analogies: Computer Models of the Fundamental Mechanisms of Thought
Fluid Concepts and Creative Analogies: Computer Models of the Fundamental Mechanisms of Thought
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Early Visual Learning
Numerical Recipes in C: The Art of Scientific Computing
Numerical Recipes in C: The Art of Scientific Computing
Efficient Pattern Recognition Using a New Transformation Distance
Advances in Neural Information Processing Systems 5, [NIPS Conference]
Learning bilinear models for two-factor problems in vision.
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Hatching by example: a statistical approach
NPAR '02 Proceedings of the 2nd international symposium on Non-photorealistic animation and rendering
Learning style translation for the lines of a drawing
ACM Transactions on Graphics (TOG)
Incremental Singular Value Decomposition of Uncertain Data with Missing Values
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Learning the Topology of Object Views
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
A Framework for Robust Subspace Learning
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
Unsupervised learning for speech motion editing
Proceedings of the 2003 ACM SIGGRAPH/Eurographics symposium on Computer animation
Semantic Representation and Correspondence for State-Based Motion Transition
IEEE Transactions on Visualization and Computer Graphics
Face recognition: A literature survey
ACM Computing Surveys (CSUR)
Mood swings: expressive speech animation
ACM Transactions on Graphics (TOG)
Style translation for human motion
ACM SIGGRAPH 2005 Papers
Human motion recognition using an eigenspace
Pattern Recognition Letters
Expressive speech-driven facial animation
ACM Transactions on Graphics (TOG)
How Close Are We to Understanding V1?
Neural Computation
Bilinear Sparse Coding for Invariant Vision
Neural Computation
Facial expressional image synthesis controlled by emotional parameters
Pattern Recognition Letters
ICML '06 Proceedings of the 23rd international conference on Machine learning
Images, Frames, and Connectionist Hierarchies
Neural Computation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear manifold learning for dynamic shape and dynamic appearance
Computer Vision and Image Understanding
A Maximum-Likelihood Interpretation for Slow Feature Analysis
Neural Computation
Bayesian Network Learning with Parameter Constraints
The Journal of Machine Learning Research
Multifactor Gaussian process models for style-content separation
Proceedings of the 24th international conference on Machine learning
Learning the Lie Groups of Visual Invariance
Neural Computation
Feature Guided Texture Synthesis (FGTS) for artistic style transfer
Proceedings of the 2nd international conference on Digital interactive media in entertainment and arts
Illumination-robust face recognition using ridge regressive bilinear models
Pattern Recognition Letters
A Tensor Approximation Approach to Dimensionality Reduction
International Journal of Computer Vision
Style-learning with feature-based texture synthesis
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
Style learning with feature-based texture synthesis
Computers in Entertainment (CIE) - SPECIAL ISSUE: Media Arts (Part II)
Efficient illumination independent appearance-based face tracking
Image and Vision Computing
IEICE - Transactions on Information and Systems
Personalized recommendation on dynamic content using predictive bilinear models
Proceedings of the 18th international conference on World wide web
Visio-lization: generating novel facial images
ACM SIGGRAPH 2009 papers
A case study of behavior-driven conjoint analysis on Yahoo!: front page today module
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Style learning and transferring for facial animation editing
Proceedings of the 2009 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
A theoretical framework for learning Bayesian networks with parameter inequality constraints
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Locating nose-tips and estimating head poses in images by tensorposes
IEEE Transactions on Circuits and Systems for Video Technology
Bilinear Models for Spatio-Temporal Point Distribution Analysis
International Journal of Computer Vision
Classifying Multiple Imbalanced Attributes in Relational Data
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Manifold based analysis of facial expression
Image and Vision Computing
Coupled Visual and Kinematic Manifold Models for Tracking
International Journal of Computer Vision
Incremental AAM using synthesized illumination images
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
A novel Hebbian rules based method for computation of sparse coding basis vectors
ICNC'09 Proceedings of the 5th international conference on Natural computation
Towards more effective distance functions for word image matching
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Face recognition using Intrinsicfaces
Pattern Recognition
Bilinear point distribution models for heart motion analysis
ISBI'10 Proceedings of the 2010 IEEE international conference on Biomedical imaging: from nano to Macro
Style-content separation by anisotropic part scales
ACM SIGGRAPH Asia 2010 papers
Semantic label sharing for learning with many categories
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
A bilinear model for consistent topographic representations
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Bilinear kernel reduced rank regression for facial expression synthesis
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Bilinear factorization via augmented lagrange multipliers
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Self-organization of steerable topographic mappings as basis for translation invariance
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Manifold learning for biomarker discovery in MR imaging
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
Atlas construction and image analysis using statistical cardiac models
STACOM'10/CESC'10 Proceedings of the First international conference on Statistical atlases and computational models of the heart, and international conference on Cardiac electrophysiological simulation challenge
A novel illumination-robust face recognition using statistical and non-statistical method
Pattern Recognition Letters
Bimode model for face recognition and face representation
Neurocomputing
Computer Science - Research and Development
Learning basis representations of inverse dynamics models for real-time adaptive control
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Gait style and gait content: bilinear models for gait recognition using gait re-sampling
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Homeomorphic manifold analysis: learning decomposable generative models for human motion analysis
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
A multifactor winner-take-all dynamics
Neural Computation
Two Distributed-State Models For Generating High-Dimensional Time Series
The Journal of Machine Learning Research
A style controller for generating virtual human behaviors
The 10th International Conference on Autonomous Agents and Multiagent Systems - Volume 3
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Real-time stylistic prediction for whole-body human motions
Neural Networks
Self-organization of topographic bilinear networks for invariant recognition
Neural Computation
Probabilistic linear discriminant analysis
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Sufficient dimensionality reduction with irrelevance statistics
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Facial expression analysis using nonlinear decomposable generative models
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Automatic 3d facial expression analysis in videos
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Learning to separate text content and style for classification
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Facial expression transformations for expression-invariant face recognition
ISVC'06 Proceedings of the Second international conference on Advances in Visual Computing - Volume Part I
Towards scalable view-invariant gait recognition: multilinear analysis for gait
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Bilinear spatiotemporal basis models
ACM Transactions on Graphics (TOG)
Manifold estimation in view-based feature space for face synthesis across poses
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Classification of bio-data with small data set using additive factor model and SVM
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Task specific factors for video characterization
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Face recognition system invariant to light-camera setup
PerMIn'12 Proceedings of the First Indo-Japan conference on Perception and Machine Intelligence
Pattern field classification with style normalized transformation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Robust pose invariant face recognition using coupled latent space discriminant analysis
Computer Vision and Image Understanding
Robust tensor classifiers for color object recognition
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Facial action transfer with personalized bilinear regression
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Efficient optimization for low-rank integrated bilinear classifiers
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Multi-feature canonical correlation analysis for face photo-sketch image retrieval
Proceedings of the 21st ACM international conference on Multimedia
Deep learning of representations: looking forward
SLSP'13 Proceedings of the First international conference on Statistical Language and Speech Processing
Computer Vision and Image Understanding
Compensating for speaker or lexical variabilities in speech for emotion recognition
Speech Communication
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Perceptual systems routinely separate “content” from “style,” classifying familiar words spoken in an unfamiliar accent, identifying a font or handwriting style across letters, or recognizing a familiar face or object seen under unfamiliar viewing conditions. Yet a general and tractable computational model of this ability to untangle the underlying factors of perceptual observations remains elusive (Hofstadter, 1985). Existing factor models (Mardia, Kent, & Bibby, 1979; Hinton & Zemel, 1994; Ghahramani, 1995; Bell & Sejnowski, 1995; Hinton, Dayan, Frey, & Neal, 1995; Dayan, Hinton, Neal, & Zemel, 1995; Hinton & Ghahramani, 1997) are either insufficiently rich to capture the complex interactions of perceptually meaningful factors such as phoneme and speaker accent or letter and font, or do not allow efficient learning algorithms. We present a general framework for learning to solve two-factor tasks using bilinear models, which provide sufficiently expressive representations of factor interactions but can nonetheless be fit to data using efficient algorithms based on the singular value decomposition and expectation-maximization. We report promising results on three different tasks in three different perceptual domains: spoken vowel classification with a benchmark multi-speaker database, extrapolation of fonts to unseen letters, and translation of faces to novel illuminants.