Yannis Panagakis

Orcid: 0000-0003-0153-5210

Affiliations:
  • Middlesex University, London, UK
  • Imperial College London, Department of Computing, UK
  • Aristotle University of Thessaloniki,Department of Informatics, Greece (former)


According to our database1, Yannis Panagakis authored at least 119 papers between 2008 and 2024.

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Bibliography

2024
Locality-Preserving Directions for Interpreting the Latent Space of Satellite Image GANs.
IEEE Geosci. Remote. Sens. Lett., 2024

Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization.
CoRR, 2024

2023
KAN-AV dataset for audio-visual face and speech analysis in the wild.
Image Vis. Comput., December, 2023

DECONET: An Unfolding Network for Analysis-Based Compressed Sensing With Generalization Error Bounds.
IEEE Trans. Signal Process., 2023

Latent Alignment with Deep Set EEG Decoders.
CoRR, 2023

Investigating Personalization Methods in Text to Music Generation.
CoRR, 2023

Audio-visual video-to-speech synthesis with synthesized input audio.
CoRR, 2023

Large-scale unsupervised audio pre-training for video-to-speech synthesis.
CoRR, 2023

Generalization analysis of an unfolding network for analysis-based Compressed Sensing.
CoRR, 2023

Parts of Speech-Grounded Subspaces in Vision-Language Models.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

MMATR: A Lightweight Approach for Multimodal Sentiment Analysis Based on Tensor Methods.
Proceedings of the IEEE International Conference on Acoustics, 2023

2022
Adversarial Learning of Disentangled and Generalizable Representations of Visual Attributes.
IEEE Trans. Neural Networks Learn. Syst., 2022

Deep Polynomial Neural Networks.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Team Cogitat at NeurIPS 2021: Benchmarks for EEG Transfer Learning Competition.
CoRR, 2022

Unsupervised Discovery of Semantic Concepts in Satellite Imagery with Style-based Wavelet-driven Generative Models.
Proceedings of the SETN 2022: 12th Hellenic Conference on Artificial Intelligence, Corfu, Greece, September 7, 2022

Efficient Learning of Multiple NLP Tasks via Collective Weight Factorization on BERT.
Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2022, 2022

Augmenting Deep Classifiers with Polynomial Neural Networks.
Proceedings of the Computer Vision - ECCV 2022, 2022

Cluster-guided Image Synthesis with Unconditional Models.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2021
Tensor Methods in Computer Vision and Deep Learning.
Proc. IEEE, 2021

SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

Tensor Dropout for Robust Learning.
IEEE J. Sel. Top. Signal Process., 2021

Mitigating Demographic Bias in Facial Datasets with Style-Based Multi-attribute Transfer.
Int. J. Comput. Vis., 2021

EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters.
CoRR, 2021

Polynomial Networks in Deep Classifiers.
CoRR, 2021

CoPE: Conditional image generation using Polynomial Expansions.
CoRR, 2021


Conditional Generation Using Polynomial Expansions.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Learning Separable Time-Frequency Filterbanks for Audio Classification.
Proceedings of the IEEE International Conference on Acoustics, 2021

Defensive Tensorization.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Tensor Component Analysis for Interpreting the Latent Space of GANs.
Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020
Blind Audio-Visual Localization and Separation via Low-Rank and Sparsity.
IEEE Trans. Cybern., 2020

Active Speaker Detection and Localization in Videos Using Low-Rank and Kernelized Sparsity.
IEEE Signal Process. Lett., 2020

NAPS: Non-adversarial polynomial synthesis.
Pattern Recognit. Lett., 2020

Investigating bias in deep face analysis: The KANFace dataset and empirical study.
Image Vis. Comput., 2020

Π-nets: Deep Polynomial Neural Networks.
CoRR, 2020

Multilinear Latent Conditioning for Generating Unseen Attribute Combinations.
Proceedings of the 37th International Conference on Machine Learning, 2020

Learning Differentiable Sparse and Low Rank Networks for Audio-Visual Object Localization.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Speech-Driven Facial Animation Using Polynomial Fusion of Features.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Factorized Higher-Order CNNs With an Application to Spatio-Temporal Emotion Estimation.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Enhancing Facial Data Diversity with Style-based Face Aging.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

P-nets: Deep Polynomial Neural Networks.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019
Fast Multilevel Algorithms for Compressive Principal Component Pursuit.
SIAM J. Imaging Sci., 2019

Side Information for Face Completion: A Robust PCA Approach.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Non-Negative Matrix Factorizations for Multiplex Network Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

Robust Kronecker Component Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2019

TensorLy: Tensor Learning in Python.
J. Mach. Learn. Res., 2019

An Adversarial Neuro-Tensorial Approach for Learning Disentangled Representations.
Int. J. Comput. Vis., 2019

Disentangling Geometry and Appearance with Regularised Geometry-Aware Generative Adversarial Networks.
Int. J. Comput. Vis., 2019

PolyGAN: High-Order Polynomial Generators.
CoRR, 2019

Efficient N-Dimensional Convolutions via Higher-Order Factorization.
CoRR, 2019

Stochastically Rank-Regularized Tensor Regression Networks.
CoRR, 2019

SEWA DB: A Rich Database for Audio-Visual Emotion and Sentiment Research in the Wild.
CoRR, 2019

Learning Low Rank and Sparse Models via Robust Autoencoders.
Proceedings of the IEEE International Conference on Acoustics, 2019

Valence and Arousal Estimation In-The-Wild with Tensor Methods.
Proceedings of the 14th IEEE International Conference on Automatic Face & Gesture Recognition, 2019

2018
Disentangling the Modes of Variation in Unlabelled Data.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Recovering Joint and Individual Components in Facial Data.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

3D Reconstruction of "In-the-Wild" Faces in Images and Videos.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Multi-Attribute Robust Component Analysis for Facial UV Maps.
IEEE J. Sel. Top. Signal Process., 2018

Modeling of facial aging and kinship: A survey.
Image Vis. Comput., 2018

Dynamic Behavior Analysis via Structured Rank Minimization.
Int. J. Comput. Vis., 2018

Modelling of Facial Aging and Kinship: A Survey.
CoRR, 2018

Visual Data Augmentation through Learning.
CoRR, 2018

Online Attention for Interpretable Conflict Estimation in Political Debates.
Proceedings of the 13th IEEE International Conference on Automatic Face & Gesture Recognition, 2018

GAGAN: Geometry-Aware Generative Adversarial Networks.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Informed Non-Convex Robust Principal Component Analysis With Features.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Learning for multimodal and affect-sensitive interfaces.
Proceedings of the Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations, 2018

2017
Nonnegative Decompositions for Dynamic Visual Data Analysis.
IEEE Trans. Image Process., 2017

The Conflict Escalation Resolution (CONFER) Database.
Image Vis. Comput., 2017

Robust Statistical Frontalization of Human and Animal Faces.
Int. J. Comput. Vis., 2017

An Adversarial Neuro-Tensorial Approach For Learning Disentangled Representations.
CoRR, 2017

Side Information in Robust Principle Component Analysis: Algorithms and Applications.
CoRR, 2017

Multilevel Approximate Robust Principal Component Analysis.
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Side Information in Robust Principal Component Analysis: Algorithms and Applications.
Proceedings of the IEEE International Conference on Computer Vision, 2017

Robust Kronecker-Decomposable Component Analysis for Low-Rank Modeling.
Proceedings of the IEEE International Conference on Computer Vision, 2017

Audio-visual object localization and separation using low-rank and sparsity.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Temporal Archetypal Analysis for Action Segmentation.
Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Robust low-rank tensor modelling using Tucker and CP decomposition.
Proceedings of the 25th European Signal Processing Conference, 2017

Initializing probabilistic linear discriminant analysis.
Proceedings of the 25th European Signal Processing Conference, 2017

Learning the Multilinear Structure of Visual Data.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Robust Joint and Individual Variance Explained.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

3D Face Morphable Models "In-the-Wild".
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Behavior prediction in-the-wild.
Proceedings of the Seventh International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, 2017

2016
Discriminant Incoherent Component Analysis.
IEEE Trans. Image Process., 2016

Robust Correlated and Individual Component Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 2016

TensorLy: Tensor Learning in Python.
CoRR, 2016

Back to the future: A fully automatic method for robust age progression.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Fusion and community detection in multi-layer graphs.
Proceedings of the 23rd International Conference on Pattern Recognition, 2016

2015
Face frontalization for Alignment and Recognition.
CoRR, 2015

Face Flow.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Robust Statistical Face Frontalization.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

Automatic construction Of robust spherical harmonic subspaces.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

2014
Music genre classification via joint sparse low-rank representation of audio features.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

Elastic Net subspace clustering applied to pop/rock music structure analysis.
Pattern Recognit. Lett., 2014

Robust Canonical Correlation Analysis: Audio-visual fusion for learning continuous interest.
Proceedings of the IEEE International Conference on Acoustics, 2014

Audiovisual Conflict Detection in Political Debates.
Proceedings of the Computer Vision - ECCV 2014 Workshops, 2014

RAPS: Robust and Efficient Automatic Construction of Person-Specific Deformable Models.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

Generalised Scalable Robust Principal Component Analysis.
Proceedings of the British Machine Vision Conference, 2014

2013
Telephone Handset Identification by Collaborative Representations.
Int. J. Digit. Crime Forensics, 2013

Music classification by low-rank semantic mappings.
EURASIP J. Audio Speech Music. Process., 2013

Music recommendation using hypergraphs and group sparsity.
Proceedings of the IEEE International Conference on Acoustics, 2013

Robust Canonical Time Warping for the Alignment of Grossly Corrupted Sequences.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012
Telephone handset identification by feature selection and sparse representations.
Proceedings of the 2012 IEEE International Workshop on Information Forensics and Security, 2012

Automatic telephone handset identification by sparse representation of random spectral features.
Proceedings of the Multimedia and Security Workshop, 2012

Music Structure Analysis by Ridge Regression of Beat-synchronous Audio Features.
Proceedings of the 13th International Society for Music Information Retrieval Conference, 2012

Automatic music tagging by low-rank representation.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Music structure analysis by subspace modeling.
Proceedings of the 20th European Signal Processing Conference, 2012

2011
l1-Graph Based Music Structure Analysis.
Proceedings of the 12th International Society for Music Information Retrieval Conference, 2011

Automatic music tagging via PARAFAC2.
Proceedings of the IEEE International Conference on Acoustics, 2011

Automatic music mood classification via Low-Rank Representation.
Proceedings of the 19th European Signal Processing Conference, 2011

2010
Non-Negative Multilinear Principal Component Analysis of Auditory Temporal Modulations for Music Genre Classification.
IEEE Trans. Speech Audio Process., 2010

Sparse Multi-label Linear Embedding Within Nonnegative Tensor Factorization Applied to Music Tagging.
Proceedings of the 11th International Society for Music Information Retrieval Conference, 2010

Ensemble Discriminant Sparse Projections Applied to Music Genre Classification.
Proceedings of the 20th International Conference on Pattern Recognition, 2010

Music genre classification via Topology Preserving Non-Negative Tensor Factorization and sparse representations.
Proceedings of the IEEE International Conference on Acoustics, 2010

Sparse multi-label linear embedding nonnegative tensor factorization for automatic music tagging.
Proceedings of the 18th European Signal Processing Conference, 2010

2009
Music Genre Classification Using Locality Preserving Non-Negative Tensor Factorization and Sparse Representations.
Proceedings of the 10th International Society for Music Information Retrieval Conference, 2009

Music genre classification via sparse representations of auditory temporal modulations.
Proceedings of the 17th European Signal Processing Conference, 2009

2008
Audio-Assisted Movie Dialogue Detection.
IEEE Trans. Circuits Syst. Video Technol., 2008

Music Genre Classification: A Multilinear Approach.
Proceedings of the ISMIR 2008, 2008


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