prof. dr. ir. Joni Dambre

Faculty of Engineering and Architecture > Department of Electronics and information systems

ORCID iD: 0000-0002-9373-1210

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- Book Chapter
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Sign Languages as Source Language for Machine Translation: Historical Overview and Challenges

Joni Dambre (UGent) and Mathieu De Coster (UGent)

(2024) Machine Translation: Technologies and Applications. In Sign Language Machine Translation p.171-198
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- Journal Article
- A2
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A photonics perspective on computing with physical substrates

S. Abreu, I. Boikov, M. Goldmann, T. Jonuzi, A. Lupo, Sarah Masaad (UGent) , L. Nguyen, E. Picco, G. Pourcel, A. Skalli, et al.

(2024) REVIEWS IN PHYSICS. 12.
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Exploiting signal propagation delays to match task memory requirements in reservoir computing

Stefan-Teodor Iacob (UGent) and Joni Dambre (UGent)

(2024) BIOMIMETICS. 9(6).
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- Miscellaneous
- open access
Machine translation from signed to spoken languages : state of the art and challenges (01 Apr, 10.1007/s10209-023-00992-1, 2023)

Mathieu De Coster (UGent) , Dimitar Shterionov, Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2024) UNIVERSAL ACCESS IN THE INFORMATION SOCIETY.
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- Journal Article
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Machine translation from signed to spoken languages : state of the art and challenges

Mathieu De Coster (UGent) , Dimitar Shterionov, Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2024) UNIVERSAL ACCESS IN THE INFORMATION SOCIETY. 23(3). p.1305-1331
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- Conference Paper
- C1
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A bio-inspired model for audio processing

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) 2023 RIVF International Conference on Computing and Communication Technologies (RIVF). p.458-463
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- Journal Article
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Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression

Muhammed Gouda Ahmed Gouda (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) , Gerd van den Branden, Christoph Posch and Peter Bienstman (UGent)

(2023) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 29(2).
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Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Sarah Masaad (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) 2023 IEEE SILICON PHOTONICS CONFERENCE, SIPHOTONICS. In IEEE International Conference on Group IV Photonics
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Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) SCIENTIFIC REPORTS. 13(1).
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Integrated photonic reservoir computing with an all-optical readout

Chonghuai Ma, Joris Van Kerrebrouck (UGent) , Hong Deng (UGent) , Stijn Sackesyn (UGent) , Emmanuel Gooskens (UGent) , Bing Bai, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) OPTICS EXPRESS. 31(21). p.34843-34854
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- Conference Paper
- C1
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SignON sign language translation : progress and challenges

Vincent Vandeghinste, Dimitar Shterionov, Mirella De Sisto, Aoife Brady, Mathieu De Coster (UGent) , Lorraine Leeson, Josep Blat, Frankie Picron, Marcello Paolo Scipioni, Aditya Parikh, et al.

(2023) Proceedings of the 24th Annual Conference of the European Association for Machine Translation. p.501-502
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- C1
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Trends and challenges for sign language recognition with machine learning

J. Fink, Mathieu De Coster (UGent) , Joni Dambre (UGent) and B. Frénay

(2023) ESANN 2023, 31st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Proceedings. p.561-570
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- P1
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An homeostatic activity-dependent structural plasticity algorithm for richer input combination

Tanguy Cazalets (UGent) and Joni Dambre (UGent)

(2023) 2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN. In IEEE International Joint Conference on Neural Networks (IJCNN)
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Querying a sign language dictionary with videos using dense vector search

Mathieu De Coster (UGent) and Joni Dambre (UGent)

(2023) 2023 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING WORKSHOPS, ICASSPW.
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- Journal Article
- A2
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Learned thresholds token merging and pruning for vision transformers

Maxim Bonnaerens (UGent) and Joni Dambre (UGent)

(2023) TRANSACTIONS ON MACHINE LEARNING RESEARCH.
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Delay-sensitive local plasticity in echo state networks

Stefan-Teodor Iacob (UGent) , Spyridon Chavlis, Panayiota Poirazi and Joni Dambre (UGent)

(2023) 2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN. In IEEE International Joint Conference on Neural Networks (IJCNN)
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Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Sarah Masaad (UGent) , Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2023) NANOPHOTONICS. 12(5). p.925-935
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- C1
Event-based vision for improved classification accuracy in label-free flow cytometry

Muhammed Gouda Ahmed Gouda (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) , Gerd Van den Branden, Christoph Posch and Peter Bienstman (UGent)

(2022) IEEE Benelux Photonics Chapter - Annual Symposium 2022. p.26-29
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BeCoS corpus : Belgian Covid-19 Sign language corpus : a corpus for training sign language recognition and translation

Vincent Vandeghinste, Bob Van Dyck, Mathieu De Coster (UGent) , Maud Goddefroy and Joni Dambre (UGent)

(2022) COMPUTATIONAL LINGUISTICS IN THE NETHERLANDS JOURNAL. 12. p.7-17
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Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Sarah Masaad (UGent) , Emmanuel Gooskens (UGent) , Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) 2022 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC).
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Hardware-aware mobile building block evaluation for computer vision

Maxim Bonnaerens (UGent) , Matthias Freiberger (UGent) , Marian Verhelst and Joni Dambre (UGent)

(2022) APPLIED SCIENCES-BASEL. 12(24).
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Distance-based delays in echo state networks

Stefan-Teodor Iacob (UGent) , Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2022) Intelligent Data Engineering and Automated Learning (IDEAL 2022). In Lecture notes in computer science 13756. p.211-222
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Anchor pruning for object detection

Maxim Bonnaerens (UGent) , Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2022) COMPUTER VISION AND IMAGE UNDERSTANDING. 221.
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Wavelength dimension in waveguide-based photonic reservoir computing

Emmanuel Gooskens (UGent) , Floris Laporte, Chonghuai Ma, Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2022) OPTICS EXPRESS. 30(9). p.15634-15647
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Modeling electronic response properties with an explicit-electron machine learning potential

Maarten Cools-Ceuppens (UGent) , Joni Dambre (UGent) and Toon Verstraelen (UGent)

(2022) JOURNAL OF CHEMICAL THEORY AND COMPUTATION. 18(3). p.1672-1691
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- C3
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Attention analysis of a sign language recognition task on the AUTSL dataset

Jeanne Coppin, Mathieu De Coster (UGent) and Joni Dambre (UGent)

(2022) 32nd Meeting of Computational Linguistics in The Netherlands, Abstracts.
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- C1
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Sign language translation : ongoing development, challenges and innovations in the SignON project

Dimitar Shterionov, Mirella De Sisto, Vincent Vandeghinste, Aoife Brady, Mathieu De Coster (UGent) , Lorraine Leeson, Josep Blat, Frankie Picron, Marcello Scipioni, Aditya Parikh, et al.

(2022) Proceedings of the 23rd Annual Conference of the European Association for Machine Translation. p.325-326
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Progress, challenges and innovations of the SignON project

Vincent Vandeghinste, Mirella De Sisto, Dimitar Shterionov, Aoife Brady, Mathieu De Coster (UGent) , Lorraine Leeson, Josep Blat, Frankie Picron, Marcello Scipioni, Aditya Parikh, et al.

(2022) 32nd Meeting of Computational Linguistics in The Netherlands, Abstracts.
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Leveraging frozen pretrained written language models for neural sign language translation

Mathieu De Coster (UGent) and Joni Dambre (UGent)

(2022) INFORMATION. 13(5).
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Photonic neuromorphic computing using silicon chips

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) bePOM - Belgian Photonics Online Meetup, Abstracts.
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- C3
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The SignON project : a sign language translation framework

Dimitar Shterionov, Vincent Vandeghinste, Horacio Saggion, Josep Blat, Mathieu De Coster (UGent) , Joni Dambre (UGent) , Henk van den Heuvel, Irene Murtagh, Lorraine Leeson and Ineke Schuurman

(2021) 31st Meeting of Computational Linguistics in The Netherlands, Abstracts.
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- Book Chapter
Computing with integrated photonic reservoirs

Joni Dambre (UGent) , Andrew Katumba (UGent) , Chonghuai Ma, Stijn Sackesyn (UGent) , Floris Laporte, Matthias Freiberger (UGent) and Peter Bienstman (UGent)

(2021) Reservoir computing : theory, physical implementations, and applications. In Natural Computing Series p.397-419
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Simulating self-learning in photorefractive optical reservoir computers

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

Chonghuai Ma, Joris Lambrecht (UGent) , Floris Laporte, Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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- Conference Paper
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Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) , Sarah Masaad (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) 2021 Summer Topicals Meetings Series, Abstracts.
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Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

Stijn Sackesyn (UGent) , Chonghuai Ma, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) 2021 European Conference on Optical Communication (ECOC).
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Reservoir computing for high-speed photonic information processing (invited)

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) Photonics in Switching and Computing, Abstracts.
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Photonic neuromorphic computing using silicon chips

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) Huawei STW, Abstracts.
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Silicon photonics for brain-inspired neuromorphic information processing

Peter Bienstman (UGent) , Joni Dambre (UGent) , Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Emmanuel Gooskens (UGent) , Muhammed Gouda Ahmed Gouda (UGent) and Sarah Masaad (UGent)

(2021) 1st workshop on neuromorphic photonics, Abstracts.
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Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

Stijn Sackesyn (UGent) , Chonghuai Ma, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) OPTICS EXPRESS. 29(20). p.30991-30997
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Frozen pretrained transformers for neural sign language translation

Mathieu De Coster (UGent) , Karel D'Oosterlinck (UGent) , Marija Pizurica (UGent) , Paloma Rabaey (UGent) , Severine Verlinden, Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2021) Proceedings of the 1st International Workshop on Automatic Translation for Signed and Spoken Languages (AT4SSL). p.88-97
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Isolated sign recognition from RGB video using pose flow and self-attention

Mathieu De Coster (UGent) , Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2021) 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). In IEEE Computer Society Conference on Computer Vision and Pattern Recognition workshops p.3441-3450
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Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

Chonghuai Ma, Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2021) SCIENTIFIC REPORTS. 11(1).
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cREAtIve : reconfigurable embedded artificial intelligence

Poona Bahrebar (UGent) , Leon Denis, Maxim Bonnaerens (UGent) , Kristof Coddens, Joni Dambre (UGent) , Wouter Favoreel, Illia Khvastunov, Adrian Munteanu, Hung Nguyen-Duc, Stefan Schulte, et al.

(2021) PROCEEDINGS OF THE 18TH ACM INTERNATIONAL CONFERENCE ON COMPUTING FRONTIERS 2021 (CF 2021). p.194-199
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Effect of compliance on morphological control of dynamic locomotion with HyQ

Gabriel Urbain, Victor Barasuol, Claudio Semini, Joni Dambre (UGent) and Francis wyffels (UGent)

(2021) AUTONOMOUS ROBOTS. 45(3). p.421-434
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Analysis of attention in child-robot interaction among children diagnosed with cognitive impairment

Luthffi Ismail, Fazah Akhtar Hanapiah, Tony Belpaeme (UGent) , Joni Dambre (UGent) and Francis wyffels (UGent)

(2021) INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS. 13(2). p.141-152
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Dendritic computation in a point neuron model

Alexander Vandesompele, Francis wyffels (UGent) and Joni Dambre (UGent)

(2020) ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING, ICANN 2020, PT II. In Lecture Notes in Computer Science 12397. p.599-609
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Stance control inspired by cerebellum stabilizes reflex-based locomotion on HyQ robot

Gabriel Urbain, Victor Barasuol, Claudio Semini, Joni Dambre (UGent) and Francis wyffels (UGent)

(2020) 2020 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA). In IEEE International Conference on Robotics and Automation ICRA p.6127-6133
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Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

Alessio Lugnan (UGent) , Emmanuel Gooskens (UGent) , Jeremy Vatin, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) SCIENTIFIC REPORTS. 10(1).
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A training algorithm for networks of high-variability reservoirs

Matthias Freiberger (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2020) SCIENTIFIC REPORTS. 10(1).
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PyTorch-Hebbian : facilitating local learning in a deep learning framework

Jules Talloen, Alexander Vandesompele and Joni Dambre (UGent)

(2020) NeurIPS 2020 Beyond backpropagation Workshop.
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Self-organized dynamic attractors in recurrent neural networks

Benedikt Vettelschoss, Matthias Freiberger (UGent) and Joni Dambre (UGent)

(2020) ESANN 2020, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Proceediings. p.585-590
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Photonic reservoir computing

Floris Laporte, Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Chonghuai Ma, Stijn Sackesyn (UGent) , Emmanuel Gooskens (UGent) , Alessio Lugnan (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) Photonic Integration Week, Abstracts.
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Automatic detection of the aortic annular plane and coronary ostia from multidetector computed tomography

Patricio Astudillo, Peter Mortier, Johan Bosmans, Ole De Backer, Peter de Jaegere, Francesco Iannaccone, Matthieu De Beule and Joni Dambre (UGent)

(2020) JOURNAL OF INTERVENTIONAL CARDIOLOGY.
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Sign language recognition with transformer networks

Mathieu De Coster (UGent) , Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2020) PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020). p.6018-6024
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Conditional BRUNO : a neural process for exchangeable labelled data

Iryna Korshunova, Yarin Gal, Arthur Gretton and Joni Dambre (UGent)

(2020) NEUROCOMPUTING. 416. p.305-309
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Photonic neuromorphic information processing and reservoir computing

Alessio Lugnan (UGent) , Andrew Katumba (UGent) , Floris Laporte, Matthias Freiberger (UGent) , Stijn Sackesyn (UGent) , C. Ma, Emmanuel Gooskens (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2020) APL PHOTONICS. 5(2).
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Improving time series recognition and prediction with networks and ensembles of passive photonic reservoirs

Matthias Freiberger (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Andrew Katumba (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2020) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 26(1).
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Silicon photonics reservoir computing at 32 Gbit/s

Peter Bienstman (UGent) , Joni Dambre (UGent) , Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte, Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma and Emmanuel Gooskens (UGent)

(2019) 2019 Workshop on Dynamical Systems and Brain-Inspired Information Processing, Abstracts.
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Non-linear signal equalisation using silicon photonic reservoir computing

Peter Bienstman (UGent) , Joni Dambre (UGent) , Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte, Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma and Emmanuel Gooskens (UGent)

(2019) ECOC Machine Learning Workshop 2019, Abstracts.
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All-optical readout for integrated photonic reservoir computing

Chonghuai Ma, Stijn Sackesyn (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) 2019 21st International Conference on Transparent Optical Networks (ICTON).
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Neuromorphic information processing using silicon photonics

Peter Bienstman (UGent) , Joni Dambre (UGent) , Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte, Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) and Chonghuai Ma

(2019) Active Photonic Platforms XI. In Proceedings of SPIE 11081.
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Photontorch : simulation and optimization of large photonic circuits using the deep learning framework PyTorch

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) 2019 IEEE Photonics Society Summer Topical Meeting Series (SUM).
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A power-efficient architecture for on-chip reservoir computing

Stijn Sackesyn (UGent) , Chonghuai Ma, Andrew Katumba (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) Artificial neural networks and machine learning – ICANN 2019 : workshop and special sessions. In Lecture Notes in Computer Science 11731. p.161-164
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Towards automatic sign language corpus annotation using deep learning

Mathieu De Coster (UGent) , Mieke Van Herreweghe (UGent) and Joni Dambre (UGent)

(2019) 6th Workshop on Sign Language Translation and Avatar Technology (SLTAT).
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Classification of aortic valve morphology using a three-dimensional convolutional neural network

Cameron Dowling, Patricio Astudillo, Stephen Brecker, Matthieu De Beule (UGent) , Peter Mortier (UGent) and Joni Dambre (UGent)

(2019) PCR London Valves, Abstracts.
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Enabling automated device size selection for transcatheter aortic valve implantation

Patricio Astudillo, Peter Mortier, Johan Bosmans, Ole De Backer, Peter De Jaegere, Matthieu De Beule and Joni Dambre (UGent)

(2019) JOURNAL OF INTERVENTIONAL CARDIOLOGY. 2019.
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Towards safe and efficient pre-operative planning of transcatheter mitral valve interventions

Patricio Astudillo, Matthieu De Beule (UGent) , Joni Dambre (UGent) and Peter Mortier (UGent)

(2019) MORPHOLOGIE. 103(343). p.139-147
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Combining evolutionary and adaptive control strategies for quadruped robotic locomotion

Elisa Massi, Lorenzo Vannucci, Ugo Albanese, Marie Claire Capolei, Alexander Vandesompele, Gabriel Urbain, Angelo Maria Sabatini, Joni Dambre (UGent) , Cecilia Laschi, Silvia Tolu, et al.

(2019) FRONTIERS IN NEUROROBOTICS. 13.
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Training passive photonic reservoirs with integrated optical readout

Matthias Freiberger (UGent) , Andrew Katumba (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2019) IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. 30(7). p.1943-1953
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A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Andrew Katumba (UGent) , Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) JOURNAL OF LIGHTWAVE TECHNOLOGY. 37(10). p.2232-2239
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Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2019) SCIENTIFIC REPORTS. 9.
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Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

Alexander Vandesompele, Gabriel Urbain, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) COGNITIVE SYSTEMS RESEARCH. 58. p.317-323
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Closed loop control of a compliant quadruped with spiking neural networks

Alexander Vandesompele, Gabriel Urbain, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) Biologically inspired cognitive architectures 2019. In Advances in Intelligent Systems and Computing 948. p.547-555
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Information processing and computation with photonic reservoir systems

Joni Dambre (UGent)

(2019) Photonic reservoir computing : optical recurrent neural networks. p.33-52
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A CycleGAN for style transfer between drum and bass subgenres

Len Vande Veire, Tijl De Bie (UGent) and Joni Dambre (UGent)

(2019) ML4MD at ICML2019, Proceedings.
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Design of a bio-inspired compliant quadruped robot for research on closed-loop locomotion control

Gabriel Urbain, Alexander Vandesompele, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) 2nd HBP student conference : transdisciplinary research linking neuroscience, brain medicine and computer science : book of abstracts. p.68-69
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Body randomization reduces the sim-to-real gap for compliant quadruped locomotion

Alexander Vandesompele, Gabriel Urbain, Hossain Mahmud, Francis wyffels (UGent) and Joni Dambre (UGent)

(2019) FRONTIERS IN NEUROROBOTICS. 13.
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Conditional BRUNO : a neural process for exchangeable labelled data

Iryna Korshunova, Yarin Gal, Arthur Gretton and Joni Dambre (UGent)

(2019) Proceedings of the 27th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2019). p.1-6
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Leveraging deep learning for eye contact analysis in child-robot interaction

Luthffi Ismail, Fazah Akhtar Hanapiah, Joni Dambre (UGent) , Tony Belpaeme (UGent) and Francis wyffels (UGent)

(2019)
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A differentiable physics engine for deep learning in robotics

Jonas Degrave, Michiel Hermans, Joni Dambre (UGent) and Francis wyffels (UGent)

(2019) FRONTIERS IN NEUROROBOTICS. 13(6).
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Leveraging robotics research for children with autism : a review

Luthffi Ismail, Thibault Verhoeven (UGent) , Joni Dambre (UGent) and Francis wyffels (UGent)

(2019) INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS. 11(3). p.389-410
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Photonic reservoir computing using silicon chips

Kristof Vandoorne (UGent) , Pauline Mechet (UGent) , Martin Fiers (UGent) , Thomas Van Vaerenbergh, Bendix Schneider (UGent) , Andrew Katumba (UGent) , Floris Laporte, David Verstraeten (UGent) , benjamin Schrauwen, Joni Dambre (UGent) , et al.

(2018) European Nanoelectronics Applications, Design & Technology Conference (ADTC 2018), Abstracts.
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Detection of the aortic annular plane and coronary ostia from MDCT using deep learning techniques.

Patricio Astudillo, Francesco Iannaccone (UGent) , Peter de Jaegere, Johan Bosmans, Ole De Backer (UGent) , Matthieu De Beule (UGent) , Peter Mortier (UGent) and Joni Dambre (UGent)

(2018) Advanced Techniques and Therapies in Cardiovascular Care, ATTICC 2018, abstracts.
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Towards automated TAVI device size selection using artificial intelligence

Patricio Astudillo, Peter Mortier (UGent) , Matthieu De Beule, Johan Bosmans, Ole De Backer, Peter de Jaegere and Joni Dambre (UGent)

(2018) 5th European Congress on eCardiology and eHealth, Abstracts.
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Neuromorphic computing with signal-mixing cavities

Floris Laporte, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) 2018 IEEE INTERNATIONAL CONFERENCE ON REBOOTING COMPUTING (ICRC). p.100-103
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An enhanced architecture for silicon photonic reservoir computing

Stijn Sackesyn (UGent) , Chonghuai Ma, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) Cognitive Computing 2018 - Merging Concepts with Hardware. p.1-2
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Improving time series prediction with ensembles of integrated photonic reservoirs

Matthias Freiberger (UGent) , Peter Bienstman (UGent) and Joni Dambre (UGent)

(2018) Cognitive Computing 2018 : meeting abstracts. p.1-2
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Kraken: a Modifiable Compliant Robot

Natan Doms, Joni Dambre (UGent) and Francis wyffels (UGent)

(2018)
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Integrated dielectric scatterers for speeding up classification of cell diffraction patterns

Alessio Lugnan (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) 2018 20TH ANNIVERSARY INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON). In International Conference on Transparent Optical Networks-ICTON p.1-4
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Integrated dielectric scatterers for fast optical classification of biological cells

Alessio Lugnan (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) NEURO-INSPIRED PHOTONIC COMPUTING. In Proceedings of SPIE 10689. p.1-7
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BRUNO : a deep recurrent model for exchangeable data

Iryna Korshunova, Jonas Degrave, Ferenc Huszar, Yarin Gal, Arthur Gretton and Joni Dambre (UGent)

(2018) ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018). In Advances in Neural Information Processing Systems 31. p.1-9
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Explaining character-aware neural networks for word-level prediction : do they discover linguistic rules?

Fréderic Godin, Kris Demuynck (UGent) , Joni Dambre (UGent) , Wesley De Neve (UGent) and Thomas Demeester (UGent)

(2018) p.3275-3284
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Dual Rectified Linear Units (DReLUs) : a replacement for tanh activation functions in quasi-recurrent neural networks

Fréderic Godin, Jonas Degrave (UGent) , Joni Dambre (UGent) and Wesley De Neve (UGent)

(2018) PATTERN RECOGNITION LETTERS. 116. p.8-14
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Silicon photonics neuromorphic computing and its application to telecommunications

Andrew Katumba (UGent) , Xin Yin (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) 44th European Conference on Optical Communication. p.1-3
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Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

Florian Denis-le Coarer, Matthias Freiberger (UGent) , Joni Dambre (UGent) , Peter Bienstman (UGent) , Damien Rontani, Andrew Katumba (UGent) and Marc Sciamanna

(2018) NEURO-INSPIRED PHOTONIC COMPUTING. In Proceedings of SPIE 10689. p.1-9
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All-optical reservoir computing on a photonic chip using silicon-based ring resonators

Florian Denis Le Courier, Marc Sciamanna, Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Joni Dambre (UGent) , Peter Bienstman (UGent) and Damien Rontani

(2018) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 24(6).
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Neuromorphic computing based on silicon photonics and reservoir computing

Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte, Alessio Lugnan (UGent) , Stijn Sackesyn (UGent) , Chonghuai Ma, Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS. 24(6). p.1-10
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Numerical demonstration of neuromorphic computing with photonic crystal cavities

Floris Laporte, Andrew Katumba (UGent) , Joni Dambre (UGent) and Peter Bienstman (UGent)

(2018) OPTICS EXPRESS. 26(7). p.7955-7964
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Photonic reservoir computing: a brain-inspired approach for information processing (invited paper)

Peter Bienstman (UGent) , Joni Dambre (UGent) , Andrew Katumba (UGent) , Matthias Freiberger (UGent) , Floris Laporte and Alessio Lugnan (UGent)

(2018) 2018 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXPOSITION (OFC). p.1-3

Sign Languages as Source Language for Machine Translation: Historical Overview and Challenges

A photonics perspective on computing with physical substrates

Exploiting signal propagation delays to match task memory requirements in reservoir computing

Machine translation from signed to spoken languages : state of the art and challenges (01 Apr, 10.1007/s10209-023-00992-1, 2023)

Machine translation from signed to spoken languages : state of the art and challenges

A bio-inspired model for audio processing

Improving the classification accuracy in label-free flow cytometry using event-based vision and simple logistic regression

Photonic reservoir computing for wavelength multiplexed nonlinear fiber distortion mitigation

Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

Integrated photonic reservoir computing with an all-optical readout

SignON sign language translation : progress and challenges

Trends and challenges for sign language recognition with machine learning

An homeostatic activity-dependent structural plasticity algorithm for richer input combination

Querying a sign language dictionary with videos using dense vector search

Learned thresholds token merging and pruning for vision transformers

Delay-sensitive local plasticity in echo state networks

Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Event-based vision for improved classification accuracy in label-free flow cytometry

BeCoS corpus : Belgian Covid-19 Sign language corpus : a corpus for training sign language recognition and translation

Photonic reservoir computing for nonlinear equalization of 64-QAM signals with a Kramers-Kronig receiver

Hardware-aware mobile building block evaluation for computer vision

Distance-based delays in echo state networks

Anchor pruning for object detection

Wavelength dimension in waveguide-based photonic reservoir computing

Modeling electronic response properties with an explicit-electron machine learning potential

Attention analysis of a sign language recognition task on the AUTSL dataset

Sign language translation : ongoing development, challenges and innovations in the SignON project

Progress, challenges and innovations of the SignON project

Leveraging frozen pretrained written language models for neural sign language translation

Photonic neuromorphic computing using silicon chips

The SignON project : a sign language translation framework

Computing with integrated photonic reservoirs

Simulating self-learning in photorefractive optical reservoir computers

Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

Photonic reservoir computing for high-speed neuromorphic computing applications

Experimental demonstration of nonlinear fibre distortion compensation with integrated photonic reservoir computing

Reservoir computing for high-speed photonic information processing (invited)

Photonic neuromorphic computing using silicon chips

Silicon photonics for brain-inspired neuromorphic information processing

Experimental realization of integrated photonic reservoir computing for nonlinear fiber distortion compensation

Frozen pretrained transformers for neural sign language translation

Isolated sign recognition from RGB video using pose flow and self-attention

Addressing limited weight resolution in a fully optical neuromorphic reservoir computing readout

cREAtIve : reconfigurable embedded artificial intelligence

Effect of compliance on morphological control of dynamic locomotion with HyQ

Analysis of attention in child-robot interaction among children diagnosed with cognitive impairment

Dendritic computation in a point neuron model

Stance control inspired by cerebellum stabilizes reflex-based locomotion on HyQ robot

Machine learning issues and opportunities in ultrafast particle classification for label-free microflow cytometry

A training algorithm for networks of high-variability reservoirs

PyTorch-Hebbian : facilitating local learning in a deep learning framework

Self-organized dynamic attractors in recurrent neural networks

Photonic reservoir computing

Automatic detection of the aortic annular plane and coronary ostia from multidetector computed tomography

Sign language recognition with transformer networks

Conditional BRUNO : a neural process for exchangeable labelled data

Photonic neuromorphic information processing and reservoir computing

Improving time series recognition and prediction with networks and ensembles of passive photonic reservoirs

Silicon photonics reservoir computing at 32 Gbit/s

Non-linear signal equalisation using silicon photonic reservoir computing

All-optical readout for integrated photonic reservoir computing

Neuromorphic information processing using silicon photonics

Photontorch : simulation and optimization of large photonic circuits using the deep learning framework PyTorch

A power-efficient architecture for on-chip reservoir computing

Towards automatic sign language corpus annotation using deep learning

Classification of aortic valve morphology using a three-dimensional convolutional neural network

Enabling automated device size selection for transcatheter aortic valve implantation

Towards safe and efficient pre-operative planning of transcatheter mitral valve interventions

Combining evolutionary and adaptive control strategies for quadruped robotic locomotion

Training passive photonic reservoirs with integrated optical readout

A neuromorphic silicon photonics nonlinear equalizer for optical communications with intensity modulation and direct detection

Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Populations of spiking neurons for reservoir computing : closed loop control of a compliant quadruped

Closed loop control of a compliant quadruped with spiking neural networks

Information processing and computation with photonic reservoir systems

A CycleGAN for style transfer between drum and bass subgenres

Design of a bio-inspired compliant quadruped robot for research on closed-loop locomotion control

Body randomization reduces the sim-to-real gap for compliant quadruped locomotion

Conditional BRUNO : a neural process for exchangeable labelled data

Leveraging deep learning for eye contact analysis in child-robot interaction