Yannis Panagakis

IEEE ACM Trans. Audio Speech Lang. Process., 2024

Locality-Preserving Directions for Interpreting the Latent Space of Satellite Image GANs.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2024

Enabling Local Editing in Diffusion Models by Joint and Individual Component Analysis.

[BibT_eX]

[DOI]

CoRR, 2024

Scale Equivariant Graph Metanetworks.

[BibT_eX]

[DOI]

Ioannis Kalogeropoulos

Giorgos Bouritsas

CoRR, 2024

Multilinear Mixture of Experts: Scalable Expert Specialization through Factorization.

[BibT_eX]

[DOI]

CoRR, 2024

Bridging Mini-Batch and Asymptotic Analysis in Contrastive Learning: From InfoNCE to Kernel-Based Losses.

[BibT_eX]

[DOI]

Panagiotis Koromilas

Giorgos Bouritsas

Theodoros Giannakopoulos

Mihalis Nicolaou

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Investigating Personalization Methods in Text to Music Generation.

[BibT_eX]

[DOI]

Manos Plitsis

Theodoros Kouzelis

Georgios Paraskevopoulos

Vassilis Katsouros

Proceedings of the IEEE International Conference on Acoustics, 2024

2023

KAN-AV dataset for audio-visual face and speech analysis in the wild.

[BibT_eX]

[DOI]

Image Vis. Comput., December, 2023

DECONET: An Unfolding Network for Analysis-Based Compressed Sensing With Generalization Error Bounds.

[BibT_eX]

[DOI]

Vicky Kouni

IEEE Trans. Signal Process., 2023

Latent Alignment with Deep Set EEG Decoders.

[BibT_eX]

[DOI]

CoRR, 2023

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

[BibT_eX]

[DOI]

CoRR, 2023

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

[BibT_eX]

[DOI]

Vicky Kouni

CoRR, 2023

Parts of Speech-Grounded Subspaces in Vision-Language Models.

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

MMATR: A Lightweight Approach for Multimodal Sentiment Analysis Based on Tensor Methods.

[BibT_eX]

[DOI]

Panagiotis Koromilas

Mihalis A. Nicolaou

Theodoros Giannakopoulos

Proceedings of the IEEE International Conference on Acoustics, 2023

2022

Adversarial Learning of Disentangled and Generalizable Representations of Visual Attributes.

[BibT_eX]

[DOI]

James Oldfield

Mihalis A. Nicolaou

IEEE Trans. Neural Networks Learn. Syst., 2022

Deep Polynomial Neural Networks.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

CoRR, 2022

Unsupervised Discovery of Semantic Concepts in Satellite Imagery with Style-based Wavelet-driven Generative Models.

[BibT_eX]

[DOI]

Nikos Kostagiolas

Mihalis Nicolaou

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.

[BibT_eX]

[DOI]

Christos Papadopoulos

Manolis Koubarakis

Mihalis Nicolaou

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2022, 2022

Augmenting Deep Classifiers with Polynomial Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

Cluster-guided Image Synthesis with Unconditional Models.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2021

Tensor Methods in Computer Vision and Deep Learning.

[BibT_eX]

[DOI]

Proc. IEEE, 2021

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

[BibT_eX]

[DOI]

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

Tensor Dropout for Robust Learning.

[BibT_eX]

[DOI]

Arinbjörn Kolbeinsson

Jean Kossaifi

Adrian Bulat

Animashree Anandkumar

Ioanna Tzoulaki

Paul M. Matthews

IEEE J. Sel. Top. Signal Process., 2021

Mitigating Demographic Bias in Facial Datasets with Style-Based Multi-attribute Transfer.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2021

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

[BibT_eX]

[DOI]

CoRR, 2021

Polynomial Networks in Deep Classifiers.

[BibT_eX]

[DOI]

CoRR, 2021

CoPE: Conditional image generation using Polynomial Expansions.

[BibT_eX]

[DOI]

Grigorios G. Chrysos

CoRR, 2021

2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets.

[BibT_eX]

[DOI]

Proceedings of the NeurIPS 2021 Competitions and Demonstrations Track, 2021

Conditional Generation Using Polynomial Expansions.

[BibT_eX]

[DOI]

Grigorios Chrysos

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.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2021

Defensive Tensorization.

[BibT_eX]

[DOI]

Timothy M. Hospedales

Georgios Tzimiropoulos

Nicholas D. Lane

Proceedings of the 32nd British Machine Vision Conference 2021, 2021

Tensor Component Analysis for Interpreting the Latent Space of GANs.

[BibT_eX]

[DOI]

Proceedings of the 32nd British Machine Vision Conference 2021, 2021

2020

Blind Audio-Visual Localization and Separation via Low-Rank and Sparsity.

[BibT_eX]

[DOI]

IEEE Trans. Cybern., 2020

Active Speaker Detection and Localization in Videos Using Low-Rank and Kernelized Sparsity.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2020

NAPS: Non-adversarial polynomial synthesis.

[BibT_eX]

[DOI]

Grigorios G. Chrysos

Pattern Recognit. Lett., 2020

Investigating bias in deep face analysis: The KANFace dataset and empirical study.

[BibT_eX]

[DOI]

Image Vis. Comput., 2020

Π-nets: Deep Polynomial Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2020

Multilinear Latent Conditioning for Generating Unseen Attribute Combinations.

[BibT_eX]

[DOI]

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

Learning Differentiable Sparse and Low Rank Networks for Audio-Visual Object Localization.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Speech-Driven Facial Animation Using Polynomial Fusion of Features.

[BibT_eX]

[DOI]

Konstantinos Vougioukas

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Factorized Higher-Order CNNs With an Application to Spatio-Temporal Emotion Estimation.

[BibT_eX]

[DOI]

Timothy M. Hospedales

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

Enhancing Facial Data Diversity with Style-based Face Aging.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

P-nets: Deep Polynomial Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019

Fast Multilevel Algorithms for Compressive Principal Component Pursuit.

[BibT_eX]

[DOI]

SIAM J. Imaging Sci., 2019

Side Information for Face Completion: A Robust PCA Approach.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2019

Non-Negative Matrix Factorizations for Multiplex Network Analysis.

[BibT_eX]

[DOI]

Vladimir Gligorijevic

IEEE Trans. Pattern Anal. Mach. Intell., 2019

Robust Kronecker Component Analysis.

[BibT_eX]

[DOI]

Mehdi Bahri

IEEE Trans. Pattern Anal. Mach. Intell., 2019

TensorLy: Tensor Learning in Python.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2019

An Adversarial Neuro-Tensorial Approach for Learning Disentangled Representations.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2019

Disentangling Geometry and Appearance with Regularised Geometry-Aware Generative Adversarial Networks.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2019

PolyGAN: High-Order Polynomial Generators.

[BibT_eX]

[DOI]

CoRR, 2019

Efficient N-Dimensional Convolutions via Higher-Order Factorization.

[BibT_eX]

[DOI]

CoRR, 2019

Stochastically Rank-Regularized Tensor Regression Networks.

[BibT_eX]

[DOI]

Arinbjörn Kolbeinsson

CoRR, 2019

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

[BibT_eX]

[DOI]

CoRR, 2019

Learning Low Rank and Sparse Models via Robust Autoencoders.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Valence and Arousal Estimation In-The-Wild with Tensor Methods.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE International Conference on Automatic Face & Gesture Recognition, 2019

2018

Disentangling the Modes of Variation in Unlabelled Data.

[BibT_eX]

[DOI]

Mengjiao Wang

Patrick Snape

Stefanos P. Zafeiriou

IEEE Trans. Pattern Anal. Mach. Intell., 2018

Recovering Joint and Individual Components in Facial Data.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2018

3D Reconstruction of "In-the-Wild" Faces in Images and Videos.

[BibT_eX]

[DOI]

James Booth

Anastasios Roussos

Evangelos Ververas

Epameinondas Antonakos

Stylianos Ploumpis

IEEE Trans. Pattern Anal. Mach. Intell., 2018

Multi-Attribute Robust Component Analysis for Facial UV Maps.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2018

Modeling of facial aging and kinship: A survey.

[BibT_eX]

[DOI]

Image Vis. Comput., 2018

Dynamic Behavior Analysis via Structured Rank Minimization.

[BibT_eX]

[DOI]

Christos Georgakis

Int. J. Comput. Vis., 2018

Modelling of Facial Aging and Kinship: A Survey.

[BibT_eX]

[DOI]

CoRR, 2018

Visual Data Augmentation through Learning.

[BibT_eX]

[DOI]

Grigorios G. Chrysos

CoRR, 2018

Online Attention for Interpretable Conflict Estimation in Political Debates.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on Automatic Face & Gesture Recognition, 2018

GAGAN: Geometry-Aware Generative Adversarial Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition, 2018

Informed Non-Convex Robust Principal Component Analysis With Features.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Learning for multimodal and affect-sensitive interfaces.

[BibT_eX]

[DOI]

Ognjen Rudovic

Proceedings of the Handbook of Multimodal-Multisensor Interfaces: Foundations, User Modeling, and Common Modality Combinations, 2018

2017

Nonnegative Decompositions for Dynamic Visual Data Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Image Process., 2017

The Conflict Escalation Resolution (CONFER) Database.

[BibT_eX]

[DOI]

Image Vis. Comput., 2017

Robust Statistical Frontalization of Human and Animal Faces.

[BibT_eX]

[DOI]

Int. J. Comput. Vis., 2017

An Adversarial Neuro-Tensorial Approach For Learning Disentangled Representations.

[BibT_eX]

[DOI]

CoRR, 2017

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

[BibT_eX]

[DOI]

Niannan Xue

CoRR, 2017

Multilevel Approximate Robust Principal Component Analysis.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017

Side Information in Robust Principal Component Analysis: Algorithms and Applications.

[BibT_eX]

[DOI]

Niannan Xue

Proceedings of the IEEE International Conference on Computer Vision, 2017

Robust Kronecker-Decomposable Component Analysis for Low-Rank Modeling.

[BibT_eX]

[DOI]

Mehdi Bahri

Proceedings of the IEEE International Conference on Computer Vision, 2017

Audio-visual object localization and separation using low-rank and sparsity.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Temporal Archetypal Analysis for Action Segmentation.

[BibT_eX]

[DOI]

Eftychia Fotiadou

Yiannis Panagakis

Proceedings of the 12th IEEE International Conference on Automatic Face & Gesture Recognition, 2017

Robust low-rank tensor modelling using Tucker and CP decomposition.

[BibT_eX]

[DOI]

Niannan Xue

Georgios Papamakarios

Mehdi Bahri

Proceedings of the 25th European Signal Processing Conference, 2017

Initializing probabilistic linear discriminant analysis.

[BibT_eX]

[DOI]

Proceedings of the 25th European Signal Processing Conference, 2017

Learning the Multilinear Structure of Visual Data.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Robust Joint and Individual Variance Explained.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

3D Face Morphable Models "In-the-Wild".

[BibT_eX]

[DOI]

James Booth

Epameinondas Antonakos

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Behavior prediction in-the-wild.

[BibT_eX]

[DOI]

Christos Georgakis

Proceedings of the Seventh International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, 2017

2016

Discriminant Incoherent Component Analysis.

[BibT_eX]

[DOI]

Christos Georgakis

IEEE Trans. Image Process., 2016

Robust Correlated and Individual Component Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Pattern Anal. Mach. Intell., 2016

TensorLy: Tensor Learning in Python.

[BibT_eX]

[DOI]

Jean Kossaifi

CoRR, 2016

Back to the future: A fully automatic method for robust age progression.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Pattern Recognition, 2016

Fusion and community detection in multi-layer graphs.

[BibT_eX]

[DOI]

Vladimir Gligorijevic

Proceedings of the 23rd International Conference on Pattern Recognition, 2016

2015

Face frontalization for Alignment and Recognition.

[BibT_eX]

[DOI]

CoRR, 2015

Face Flow.

[BibT_eX]

[DOI]

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

Robust Statistical Face Frontalization.

[BibT_eX]

[DOI]

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

Automatic construction Of robust spherical harmonic subspaces.

[BibT_eX]

[DOI]

Patrick Snape

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.

[BibT_eX]

[DOI]

IEEE ACM Trans. Audio Speech Lang. Process., 2014

Elastic Net subspace clustering applied to pop/rock music structure analysis.

[BibT_eX]

[DOI]

Pattern Recognit. Lett., 2014

Robust Canonical Correlation Analysis: Audio-visual fusion for learning continuous interest.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Audiovisual Conflict Detection in Political Debates.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2014 Workshops, 2014

RAPS: Robust and Efficient Automatic Construction of Person-Specific Deformable Models.

[BibT_eX]

[DOI]

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

Generalised Scalable Robust Principal Component Analysis.

[BibT_eX]

[DOI]

Georgios Papamakarios

Proceedings of the British Machine Vision Conference, 2014

2013

Telephone Handset Identification by Collaborative Representations.

[BibT_eX]

[DOI]

Int. J. Digit. Crime Forensics, 2013

Music classification by low-rank semantic mappings.

[BibT_eX]

[DOI]

EURASIP J. Audio Speech Music. Process., 2013

Music recommendation using hypergraphs and group sparsity.

[BibT_eX]

[DOI]

Antonis Theodoridis

Proceedings of the IEEE International Conference on Acoustics, 2013

Robust Canonical Time Warping for the Alignment of Grossly Corrupted Sequences.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012

Telephone handset identification by feature selection and sparse representations.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Workshop on Information Forensics and Security, 2012

Automatic telephone handset identification by sparse representation of random spectral features.

[BibT_eX]

[DOI]

Proceedings of the Multimedia and Security Workshop, 2012

Music Structure Analysis by Ridge Regression of Beat-synchronous Audio Features.

[BibT_eX]

[DOI]

Proceedings of the 13th International Society for Music Information Retrieval Conference, 2012

Automatic music tagging by low-rank representation.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

Music structure analysis by subspace modeling.

[BibT_eX]

[DOI]

Proceedings of the 20th European Signal Processing Conference, 2012

2011

l1-Graph Based Music Structure Analysis.

[BibT_eX]

[DOI]

Proceedings of the 12th International Society for Music Information Retrieval Conference, 2011

Automatic music tagging via PARAFAC2.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

Automatic music mood classification via Low-Rank Representation.

[BibT_eX]

[DOI]

Proceedings of the 19th European Signal Processing Conference, 2011

2010

Non-Negative Multilinear Principal Component Analysis of Auditory Temporal Modulations for Music Genre Classification.

[BibT_eX]

[DOI]

IEEE Trans. Speech Audio Process., 2010

Sparse Multi-label Linear Embedding Within Nonnegative Tensor Factorization Applied to Music Tagging.

[BibT_eX]

[DOI]

Proceedings of the 11th International Society for Music Information Retrieval Conference, 2010

Ensemble Discriminant Sparse Projections Applied to Music Genre Classification.

[BibT_eX]

[DOI]

Proceedings of the 20th International Conference on Pattern Recognition, 2010

Music genre classification via Topology Preserving Non-Negative Tensor Factorization and sparse representations.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2010

Sparse multi-label linear embedding nonnegative tensor factorization for automatic music tagging.

[BibT_eX]

[DOI]

Proceedings of the 18th European Signal Processing Conference, 2010

2009

Music Genre Classification Using Locality Preserving Non-Negative Tensor Factorization and Sparse Representations.

[BibT_eX]

[DOI]

Proceedings of the 10th International Society for Music Information Retrieval Conference, 2009

Music genre classification via sparse representations of auditory temporal modulations.

[BibT_eX]

[DOI]

Proceedings of the 17th European Signal Processing Conference, 2009

2008

Audio-Assisted Movie Dialogue Detection.

[BibT_eX]

[DOI]

Margarita Kotti

Dimitrios Ververidis

Georgios Evangelopoulos

IEEE Trans. Circuits Syst. Video Technol., 2008

Music Genre Classification: A Multilinear Approach.

[BibT_eX]

[DOI]

Ioannis Panagakis

Emmanouil Benetos