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


Aug 03, 2022
Nikos Kostagiolas , Mihalis A. Nicolaou , Yannis Panagakis

* 11 pages, 5 figures, accepted at SETN 2022 

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PandA: Unsupervised Learning of Parts and Appearances in the Feature Maps of GANs


May 31, 2022
James Oldfield , Christos Tzelepis , Yannis Panagakis , Mihalis A. Nicolaou , Ioannis Patras

* Code available at: https://github.com/james-oldfield/PandA 

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


Feb 14, 2022
Xiaoxi Wei , A. Aldo Faisal , Moritz Grosse-Wentrup , Alexandre Gramfort , Sylvain Chevallier , Vinay Jayaram , Camille Jeunet , Stylianos Bakas , Siegfried Ludwig , Konstantinos Barmpas , Mehdi Bahri , Yannis Panagakis , Nikolaos Laskaris , Dimitrios A. Adamos , Stefanos Zafeiriou , William C. Duong , Stephen M. Gordon , Vernon J. Lawhern , Maciej Śliwowski , Vincent Rouanne , Piotr Tempczyk

* PrePrint of the NeurIPS2021 BEETL Competition Submitted to Proceedings of Machine Learning Research (PMLR) 

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


Feb 01, 2022
Stylianos Bakas , Siegfried Ludwig , Konstantinos Barmpas , Mehdi Bahri , Yannis Panagakis , Nikolaos Laskaris , Dimitrios A. Adamos , Stefanos Zafeiriou


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Cluster-guided Image Synthesis with Unconditional Models


Dec 24, 2021
Markos Georgopoulos , James Oldfield , Grigorios G Chrysos , Yannis Panagakis


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Tensor Component Analysis for Interpreting the Latent Space of GANs


Nov 23, 2021
James Oldfield , Markos Georgopoulos , Yannis Panagakis , Mihalis A. Nicolaou , Ioannis Patras

* BMVC 2021 

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Defensive Tensorization


Oct 26, 2021
Adrian Bulat , Jean Kossaifi , Sourav Bhattacharya , Yannis Panagakis , Timothy Hospedales , Georgios Tzimiropoulos , Nicholas D Lane , Maja Pantic

* To be presented at BMVC 2021 

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EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters


Oct 19, 2021
Siegfried Ludwig , Stylianos Bakas , Dimitrios A. Adamos , Nikolaos Laskaris , Yannis Panagakis , Stefanos Zafeiriou

* 13 pages, 8 figures 

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Tensor Methods in Computer Vision and Deep Learning


Jul 07, 2021
Yannis Panagakis , Jean Kossaifi , Grigorios G. Chrysos , James Oldfield , Mihalis A. Nicolaou , Anima Anandkumar , Stefanos Zafeiriou

* Proceedings of the IEEE (2021) 

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Polynomial Networks in Deep Classifiers


Apr 16, 2021
Grigorios G Chrysos , Markos Georgopoulos , Jiankang Deng , Yannis Panagakis

* Under review 

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