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

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

(2022) Computational Linguistics in the Netherlands (CLIN 32), Abstracts.
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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) Computational Linguistics in the Netherlands (CLIN 32), 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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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) Computational Linguistics in the Netherlands (CLIN 31), 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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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.

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