Research Explorer

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Researcher

Joni Dambre

Awards & Distinctions

252 Results

2023

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

Tanguy CazaletsJoni Dambre

Delay-sensitive local plasticity in echo state networks

Stefan-Teodor IacobSpyridon ChavlisPanayiota PoiraziJoni Dambre

Learned thresholds token merging and pruning for vision transformers

Maxim BonnaerensJoni Dambre

A2 Journal Article in TRANSACTIONS ON MACHINE LEARNING RESEARCH

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

Mathieu De CosterDimitar ShterionovMieke Van HerrewegheJoni Dambre

A1 Journal Article in UNIVERSAL ACCESS IN THE INFORMATION SOCIETY

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

Sarah MasaadEmmanuel GooskensStijn SackesynJoni DambrePeter Bienstman

A1 Journal Article in NANOPHOTONICS

Querying a sign language dictionary with videos using dense vector search

Mathieu De CosterJoni Dambre

Resource-efficient deep learning for computer vision

Maxim BonnaerensJoni DambreMatthias Freiberger

Trends and challenges for sign language recognition with machine learning

J. FinkMathieu De CosterJoni DambreB. Frénay

2022

Anchor pruning for object detection

Maxim BonnaerensMatthias FreibergerJoni Dambre

A1 Journal Article in COMPUTER VISION AND IMAGE UNDERSTANDING

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

Jeanne CoppinMathieu De CosterJoni Dambre

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

Vincent VandeghinsteBob Van DyckMathieu De CosterMaud GoddefroyJoni Dambre

A2 Journal Article in COMPUTATIONAL LINGUISTICS IN THE NETHERLANDS JOURNAL

Distance-based delays in echo state networks

Stefan-Teodor IacobMatthias FreibergerJoni Dambre

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

Muhammed Gouda Ahmed GoudaAlessio LugnanJoni DambreGerd Van den BrandenChristoph PoschPeter Bienstman

Hardware-aware mobile building block evaluation for computer vision

Maxim BonnaerensMatthias FreibergerMarian VerhelstJoni Dambre

A1 Journal Article in APPLIED SCIENCES-BASEL

Incorporating long-range interactions and polarization in machine learning potentials with explicit electrons

Maarten Cools-CeuppensToon VerstraelenJoni Dambre

Learning robotic cloth manipulation

Andreas VerleysenFrancis wyffelsJoni Dambre

Leveraging frozen pretrained written language models for neural sign language translation

Mathieu De CosterJoni Dambre

A2 Journal Article in INFORMATION

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

Maarten Cools-CeuppensJoni DambreToon Verstraelen

A1 Journal Article in JOURNAL OF CHEMICAL THEORY AND COMPUTATION

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

Sarah MasaadEmmanuel GooskensStijn SackesynJoni DambrePeter Bienstman

Progress, challenges and innovations of the SignON project

Vincent VandeghinsteMirella De SistoDimitar ShterionovAoife BradyMathieu De CosterLorraine LeesonJosep BlatFrankie PicronMarcello ScipioniAditya Parikh et al.

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

Dimitar ShterionovMirella De SistoVincent VandeghinsteAoife BradyMathieu De CosterLorraine LeesonJosep BlatFrankie PicronMarcello ScipioniAditya Parikh et al.

Wavelength dimension in waveguide-based photonic reservoir computing

Emmanuel GooskensFloris LaporteChonghuai MaStijn SackesynJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

2021

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

Chonghuai MaFloris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

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

Luthffi Idzhar Bin IsmailFazah Akhtar HanapiahTony BelpaemeJoni DambreFrancis wyffels

A1 Journal Article in INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS

Biologically inspired locomotion of compliant robots

Gabriel UrbainFrancis wyffelsJoni Dambre

Comparing different nonlinearities in readout systems for optical neuromorphic computing networks

Chonghuai MaJoris LambrechtFloris LaporteXin YinJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Computing with integrated photonic reservoirs

Joni DambreAndrew KatumbaChonghuai MaStijn SackesynFloris LaporteMatthias FreibergerPeter Bienstman

Bookchapter in Reservoir computing : theory, physical implementations, and applications

Effect of compliance on morphological control of dynamic locomotion with HyQ

Gabriel UrbainVictor BarasuolClaudio SeminiJoni DambreFrancis wyffels

A1 Journal Article in AUTONOMOUS ROBOTS

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

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

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

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Frozen pretrained transformers for neural sign language translation

Mathieu De CosterKarel D'OosterlinckMarija PizuricaPaloma RabaeySeverine VerlindenMieke Van HerrewegheJoni Dambre

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

Mathieu De CosterMieke Van HerrewegheJoni Dambre

Photonic neuromorphic computing using silicon chips

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Photonic neuromorphic computing using silicon chips

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Photonic reservoir computing for high-speed neuromorphic computing applications

Alessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah MasaadJoni DambrePeter Bienstman

Photonics-based machine learning to speed up and simplify label-free flow cytometry

Alessio LugnanPeter BienstmanJoni Dambre

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

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Silicon photonics for brain-inspired neuromorphic information processing

Peter BienstmanJoni DambreAlessio LugnanStijn SackesynChonghuai MaEmmanuel GooskensMuhammed Gouda Ahmed GoudaSarah Masaad

Simulating self-learning in photorefractive optical reservoir computers

Floris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

The SignON project : a sign language translation framework

Dimitar ShterionovVincent VandeghinsteHoracio SaggionJosep BlatMathieu De CosterJoni DambreHenk van den HeuvelIrene MurtaghLorraine LeesonIneke Schuurman

cREAtIve : reconfigurable embedded artificial intelligence

Poona BahrebarLeon DenisMaxim BonnaerensKristof CoddensJoni DambreWouter FavoreelIllia KhvastunovAdrian MunteanuHung Nguyen-DucStefan Schulte et al.

2020

A training algorithm for networks of high-variability reservoirs

Matthias FreibergerPeter BienstmanJoni Dambre

A1 Journal Article in SCIENTIFIC REPORTS

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

Patricio AstudilloPeter MortierJohan BosmansOle De BackerPeter de JaegereFrancesco IannacconeMatthieu De BeuleJoni Dambre

A1 Journal Article in JOURNAL OF INTERVENTIONAL CARDIOLOGY

BRUNO : exchangeable deep learning models of predictive distributions

Iryna KorshunovaJoni DambreA. Gretton

Cardiovascular medical image analysis with deep learning

Patricio AstudilloJoni DambrePeter Mortier

Conditional BRUNO : a neural process for exchangeable labelled data

Iryna KorshunovaYarin GalArthur GrettonJoni Dambre

A1 Journal Article in NEUROCOMPUTING

Dendritic computation in a point neuron model

Alexander VandesompeleFrancis wyffelsJoni Dambre

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

Matthias FreibergerStijn SackesynChonghuai MaAndrew KatumbaPeter BienstmanJoni Dambre

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

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

Alessio LugnanEmmanuel GooskensJeremy VatinJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Novel architectures for brain-inspired photonic computers

Floris LaportePeter BienstmanJoni Dambre

Photonic neuromorphic information processing and reservoir computing

Alessio LugnanAndrew KatumbaFloris LaporteMatthias FreibergerStijn SackesynC. MaEmmanuel GooskensJoni DambrePeter Bienstman

A1 Journal Article in APL PHOTONICS

Photonic reservoir computing

Floris LaporteAndrew KatumbaMatthias FreibergerChonghuai MaStijn SackesynEmmanuel GooskensAlessio LugnanJoni DambrePeter Bienstman

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

Jules TalloenAlexander VandesompeleJoni Dambre

Scaling up integrated photonic reservoirs towards low-power high-bandwidth computing

Matthias FreibergerJoni DambrePeter Bienstman

Self-organized dynamic attractors in recurrent neural networks

Benedikt VettelschossMatthias FreibergerJoni Dambre

Sign language recognition with transformer networks

Mathieu De CosterMieke Van HerrewegheJoni Dambre

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

Gabriel UrbainVictor BarasuolClaudio SeminiJoni DambreFrancis wyffels

2019

A CycleGAN for style transfer between drum and bass subgenres

Len Vande VeireTijl De BieJoni Dambre

A differentiable physics engine for deep learning in robotics

Jonas DegraveMichiel HermansJoni DambreFrancis wyffels

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

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

Andrew KatumbaXin YinJoni DambrePeter Bienstman

A1 Journal Article in JOURNAL OF LIGHTWAVE TECHNOLOGY

A power-efficient architecture for on-chip reservoir computing

Stijn SackesynChonghuai MaAndrew KatumbaJoni DambrePeter Bienstman

All-optical readout for integrated photonic reservoir computing

Chonghuai MaStijn SackesynJoni DambrePeter Bienstman

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

Alexander VandesompeleGabriel UrbainHossain MahmudFrancis wyffelsJoni Dambre

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

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

Cameron DowlingPatricio AstudilloStephen BreckerMatthieu De BeulePeter MortierJoni Dambre

Closed loop control of a compliant quadruped with spiking neural networks

Alexander VandesompeleGabriel UrbainFrancis wyffelsJoni Dambre

Combining evolutionary and adaptive control strategies for quadruped robotic locomotion

Elisa MassiLorenzo VannucciUgo AlbaneseMarie Claire CapoleiAlexander VandesompeleGabriel UrbainAngelo Maria SabatiniJoni DambreCecilia LaschiSilvia Tolu et al.

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

Conditional BRUNO : a neural process for exchangeable labelled data

Iryna KorshunovaYarin GalArthur GrettonJoni Dambre

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

Gabriel UrbainAlexander VandesompeleFrancis wyffelsJoni Dambre

Enabling automated device size selection for transcatheter aortic valve implantation

Patricio AstudilloPeter MortierJohan BosmansOle De BackerPeter De JaegereMatthieu De BeuleJoni Dambre

A1 Journal Article in JOURNAL OF INTERVENTIONAL CARDIOLOGY

Energy-efficient photonic neuromorphic computing for telecommunication applications

Andrew KatumbaPeter BienstmanJoni Dambre

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

Floris LaporteJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Information processing and computation with photonic reservoir systems

Bookchapter in Photonic reservoir computing : optical recurrent neural networks

Leveraging robotics research for children with autism : a review

Luthffi Idzhar Bin IsmailThibault VerhoevenJoni DambreFrancis wyffels

A1 Journal Article in INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS

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

Luthffi Idzhar Bin IsmailFazah Akhtar HanapiahJoni DambreTony BelpaemeFrancis wyffels

Neuromorphic information processing using silicon photonics

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai Ma

Non-linear signal equalisation using silicon photonic reservoir computing

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaEmmanuel Gooskens

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

Floris LaporteJoni DambrePeter Bienstman

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

Alexander VandesompeleGabriel UrbainFrancis wyffelsJoni Dambre

A1 Journal Article in COGNITIVE SYSTEMS RESEARCH

Silicon photonics reservoir computing at 32 Gbit/s

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaEmmanuel Gooskens

Towards automatic sign language corpus annotation using deep learning

Mathieu De CosterMieke Van HerrewegheJoni Dambre

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

Patricio AstudilloMatthieu De BeuleJoni DambrePeter Mortier

A2 Journal Article in MORPHOLOGIE

Training passive photonic reservoirs with integrated optical readout

Matthias FreibergerAndrew KatumbaPeter BienstmanJoni Dambre

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

Verbetering en interpretatie van neurale netwerken voor voorspellingsopdrachten op woordniveau in natuurlijketaalverwerking

Fréderic GodinWesley De NeveJoni Dambre

2018

All-optical reservoir computing on a photonic chip using silicon-based ring resonators

Florian Denis Le CourierMarc SciamannaAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanDamien Rontani

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

An enhanced architecture for silicon photonic reservoir computing

Stijn SackesynChonghuai MaJoni DambrePeter Bienstman

Automated diagnosis of temporal lobe epilepsy in the absence of interictal spikes

Thibault VerhoevenAna CoitoGijs PlompAljoscha ThomschewskiFrancesca PittauEugen TrinkaRoland WiestKarl SchallerChristoph MichelMargitta Seeck et al.

A1 Journal Article in NEUROIMAGE-CLINICAL

BRUNO : a deep recurrent model for exchangeable data

Iryna KorshunovaJonas DegraveFerenc HuszarYarin GalArthur GrettonJoni Dambre

Beyond temporal pooling : recurrence and temporal convolutions for gesture recognition in video

Lionel PigouAäron van den OordSander DielemanMieke Van HerrewegheJoni Dambre

A1 Journal Article in INTERNATIONAL JOURNAL OF COMPUTER VISION

Calibration method to improve transfer from simulation to quadruped robots

Gabriel UrbainAlexander VandesompeleFrancis wyffelsJoni Dambre

Detection of the aortic annular plane and coronary ostia from MDCT using deep learning techniques.

Patricio AstudilloFrancesco IannacconePeter de JaegereJohan BosmansOle De BackerMatthieu De BeulePeter MortierJoni Dambre

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

Fréderic GodinJonas DegraveJoni DambreWesley De Neve

A1 Journal Article in PATTERN RECOGNITION LETTERS

Explaining character-aware neural networks for word-level prediction : do they discover linguistic rules?

Fréderic GodinKris DemuynckJoni DambreWesley De NeveThomas Demeester

Gesture and sign language recognition with deep learning

Lionel PigouJoni DambreMieke Van Herreweghe

Improving time series prediction with ensembles of integrated photonic reservoirs

Matthias FreibergerPeter BienstmanJoni Dambre

Incorporating prior knowledge into deep neural network controllers of legged robots

Jonas DegraveFrancis wyffelsJoni Dambre

Integrated dielectric scatterers for fast optical classification of biological cells

Alessio LugnanJoni DambrePeter Bienstman

Integrated dielectric scatterers for speeding up classification of cell diffraction patterns

Alessio LugnanJoni DambrePeter Bienstman

Kraken: a Modifiable Compliant Robot

Natan DomsJoni DambreFrancis wyffels

Low-loss photonic reservoir computing with multimode photonic integrated circuits

Andrew KatumbaJelle HeyvaertBendix SchneiderSarah UvinJoni DambrePeter Bienstman

A1 Journal Article in SCIENTIFIC REPORTS

Neuromorphic computing based on silicon photonics and reservoir computing

Andrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaJoni DambrePeter Bienstman

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Neuromorphic computing with signal-mixing cavities

Floris LaporteJoni DambrePeter Bienstman

Numerical demonstration of neuromorphic computing with photonic crystal cavities

Floris LaporteAndrew KatumbaJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Photonic reservoir computing using silicon chips

Kristof VandoornePauline MechetMartin FiersThomas Van VaerenberghBendix SchneiderAndrew KatumbaFloris LaporteDavid Verstraetenbenjamin SchrauwenJoni Dambre et al.

Photonic reservoir computing: a brain-inspired approach for information processing (invited paper)

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio Lugnan

Silicon photonics for neuromorphic information processing

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio Lugnan

Silicon photonics neuromorphic computing and its application to telecommunications

Andrew KatumbaXin YinJoni DambrePeter Bienstman

Toward neuro-inspired computing using a small network of micro-ring resonators on an integrated photonic chip

Florian Denis-le CoarerMatthias FreibergerJoni DambrePeter BienstmanDamien RontaniAndrew KatumbaMarc Sciamanna

Towards automated TAVI device size selection using artificial intelligence

Patricio AstudilloPeter MortierMatthieu De BeuleJohan BosmansOle De BackerPeter de JaegereJoni Dambre

Towards improved design and evaluation of epileptic seizure predictors

Iryna KorshunovaPieter-Jan KindermansJonas DegraveThibault VerhoevenBenjamin BrinkmannJoni Dambre

A1 Journal Article in IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

2017

A multiple-input strategy to efficient integrated photonic reservoir computing

Andrew KatumbaMatthias FreibergerPeter BienstmanJoni Dambre

A1 Journal Article in COGNITIVE COMPUTATION

Brain-computer interfaces with machine learning : a symbiotic approach

Thibault VerhoevenJoni DambrePieter-Jan KindermansPieter van Mierlo

Building scalable integrated silicon photonics reservoirs for signal processing

Andrew KatumbaMatthias FreibergerJelle HeyvaertJoni DambrePeter Bienstman

Fast face-swap using convolutional neural networks

Iryna KorshunovaWenzhe ShiJoni DambreLucas Theis

Gesture and sign language recognition with temporal residual networks

Lionel PigouMieke Van HerrewegheJoni Dambre

Header recognition with signal-mixing cavities

Floris LaporteJoni DambrePeter Bienstman

Improving language modeling using densely connected recurrent neural networks

Fréderic GodinJoni DambreWesley De Neve

Integrated photonic pillar scatterers for speeding up classification of cell holograms

Alessio LugnanJoni DambrePeter Bienstman

Integrated pillar scatterers for speeding up classification of cell holograms

Alessio LugnanJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Integrated-photonics implementation of reservoir computing neural networks

Andrew KatumbaFloris LaporteAlessio LugnanJoni DambrePeter Bienstman

Morphological properties of mass-spring networks for optimal locomotion learning

Gabriel UrbainJonas DegraveBenonie CaretteJoni DambreFrancis wyffels

A1 Journal Article in FRONTIERS IN NEUROROBOTICS

Novel photonic reservoir computing architectures

Floris LaporteAlessio LugnanJoni DambrePeter Bienstman

On-chip passive photonic reservoir computing with integrated optical readout

Matthias FreibergerAndrew KatumbaPeter BienstmanJoni Dambre

Passive integrated photonics reservoir computing with on-chip readout for telecommunication applications

Andrew KatumbaMatthias FreibergerJoni DambrePeter Bienstman

Photonic reservoir computing using a small network of micro-ring resonators

D. RontaniF. DenisAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanM. Sciamanna

Quadruped Robots Benefit from Compliant Leg Designs

Brecht WillemsJonas DegraveJoni DambreFrancis wyffels

Reservoir computing on an active silicon photonics chip using nonlinear microring resonators

F. Denis-le CoarerD. RontaniAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanM. Sciamanna

Reservoir computing with nonlinear micro

Damien RontaniFlorian Denis-Le CoarerAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanMarc Sciamanna

Reservoir computing with nonlinear micro-resonators on a silicon photonics chip

Damien RontaniFlorian Denis-Le CoarerAndrew KatumbaMatthias FreibergerJoni DambrePeter BienstmanMarc Sciamanna

Reservoir computing with signal-mixing cavities

Floris LaporteJoni DambrePeter Bienstman

2016

An integrated photonics reservoir computing approach to signal equalization for telecommunications

Andrew KatumbaBendix SchneiderJoni DambrePeter Bienstman

Automatic diagnosis of temporal lobe epilepsy and its lateralization using EEG-based directed functional connectivity

Thibault VerhoevenAna CoitoPieter van MierloMargitta SeeckChristoph MichelGijs PlompJoni DambreSerge Vulliemoz

Deep dynamic neural networks for multimodal gesture segmentation and recognition

Di WuLionel PigouPieter-Jan KindermansNam LELing ShaoJoni DambreJean-Marc Odobez

A1 Journal Article in IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Fast particle characterization using digital holography and neural networks

Bendix SchneiderJoni DambrePeter Bienstman

A1 Journal Article in APPLIED OPTICS

Learning feature hierarchies for musical audio signals

Sander DielemanJoni DambreBenjamin Schrauwen

Photorefractive crystals as brain-inspired photonic reservoir computing systems

Floris LaporteJoni DambrePeter Bienstman

Reducing BCI calibration time with transfer learning: a shrinkage approach

Thibault VerhoevenPieter-Jan KindermansStefaan VandenbergheJoni Dambre

Sign classification in sign language Corpora with deep neural networks

Lionel PigouMieke Van HerrewegheJoni Dambre

Spatial chirp-Z transformer networks

Jonas DegraveSander DielemanJoni DambreFrancis wyffels

Using Random Forest for Diagnosis and Lateralization of Temporal Lobe Epilepsy from EEG-based Directed Functional Connectivity

Thibault VerhoevenAna CoitoPieter van MierloMargitta SeeckChristoph MichelGijs PlompJoni DambreSerge Vulliemoz

Using deep learning to estimate systolic and diastolic volumes from MRI-images

Jonas DegraveJeroen BurmsIryna KorshunovaJoni Dambre

Using digital masks to enhance the bandwidth tolerance and improve the performance of on-chip reservoir computing systems

Bendix SchneiderJoni DambrePeter Bienstman

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

2015

A Bayesian Model to Estimate Individual Skull Conductivity for EEG Source Imaging

Thibault VerhoevenGregor StrobbePieter van MierloPieter ButeneersStefaan VandenbergheJoni Dambre

A Bayesian model to estimate individual skull conductivity for EEG source imaging

Thibault VerhoevenGregor StrobbePieter van MierloPieter ButeneersStefaan VandenbergheJoni Dambre

Deep architectures for feature extraction and generative modeling

Aäron van den OordJoni DambreBenjamin Schrauwen

Developing an embodied gait on a compliant quadrupedal robot

Jonas DegraveKen CaluwaertsJoni DambreFrancis wyffels

Efficient simulation of optical nonlinear cavity circuits

Thomas Van VaerenberghMartin FiersJoni DambrePeter Bienstman

A1 Journal Article in OPTICAL AND QUANTUM ELECTRONICS

Locally-connected transformations for deep GMMs

Aäron van den OordJoni Dambre

Memristor models for machine learning

Juan Pablo CarbajalJoni DambreMichiel HermansBenjamin Schrauwen

A1 Journal Article in NEURAL COMPUTATION

Neural network for blood cell classification in a holographic microscopy system

Bendix SchneiderG VanmeerbeeckR StahlL LagaeJoni DambrePeter Bienstman

Online unsupervised terrain classification for a compliant tensegrity robot using a mixture of echo state networks

Jeroen BurmsKen CaluwaertsJoni Dambre

Optoelectronic systems trained with backpropagation through time

Michiel HermansJoni DambrePeter Bienstman

A1 Journal Article in IEEE Transactions on Neural Networks and Learning Systems

Partially embodied motor control: towards a natural collaboration between body and brain

Photonic delay systems as machine learning implementations

Michiel HermansMiguel C. SorianoJoni DambrePeter BienstmanIngo Fischer

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

Photonic reservoir computing approaches to nanoscale computation

Andrew KatumbaPeter BienstmanJoni Dambre

Practical approaches to exploiting body dynamics in robot motor control

Reward-modulated Hebbian plasticity as leverage for partially embodied control in compliant robotics

Jeroen BurmsKen CaluwaertsJoni Dambre

A1 Journal Article in FRONTIERS IN NEUROBOTICS

Rotation-invariant convolutional neural networks for galaxy morphology prediction

Sander DielemanKyle WillettJoni Dambre

A1 Journal Article in MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Towards a symbiotic brain-computer interface: exploring the application-decoder interaction

Thibault VerhoevenPieter ButeneersRoeljan WiersemaJoni DambrePJ Kindermans

A1 Journal Article in JOURNAL OF NEURAL ENGINEERING

Trainable hardware for dynamical computing using error backpropagation through physical media

Michiel HermansMichaël BurmThomas Van VaerenberghJoni DambrePeter Bienstman

A1 Journal Article in NATURE COMMUNICATIONS

Transfer learning of gaits on a quadrupedal robot

Jonas DegraveMichaël BurmPieter-Jan KindermansJoni DambreFrancis wyffels

A1 Journal Article in ADAPTIVE BEHAVIOR

2014

All-optical spiking neurons integrated on a photonic chip

Thomas Van VaerenberghPeter BienstmanJoni Dambre

An optical delayline based on excitable microrings

Thomas Van VaerenberghMartin FiersJoni DambrePeter Bienstman

Automated design of complex dynamic systems

Michiel HermansBenjamin SchrauwenPeter BienstmanJoni Dambre

A1 Journal Article in PLOS ONE

Cascadable excitability in optically injected microdisks

Thomas Van VaerenberghKoen AlexanderMartin FiersPauline MechetJoni DambrePeter Bienstman

Experimental demonstration of reservoir computing on a silicon photonics chip

Kristof VandoornePauline MechetThomas Van VaerenberghMartin FiersGeert MorthierDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

A1 Journal Article in NATURE COMMUNICATIONS

Nanophotonic reservoir computing with photonic crystal cavities to generate periodic patterns

Martin FiersThomas Van VaerenberghFrancis wyffelsDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

2013

Excitability in optically injected microdisk lasers with phase controlled excitatory and inhibitory response

Koen AlexanderThomas Van VaerenberghMartin FiersPauline MechetJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Excitation transfer between optically injected microdisk lasers

Thomas Van VaerenberghKoen AlexanderJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Lumped circuit heat model of photonic crystal membrane nanocavities

Thomas Van VaerenberghJoni DambrePeter BienstmanJA LevensonAM Yacomotti

A1 Journal Article in IEEE JOURNAL OF QUANTUM ELECTRONICS

Nanophotonic reservoir computing using photonic crystal cavities

Martin FiersPeter BienstmanJoni Dambre

Optimized parameter search for large datasets of the regularization parameter and feature selection for ridge regression

Pieter ButeneersKen CaluwaertsDavid VerstraetenJoni DambreBenjamin Schrauwen

A1 Journal Article in NEURAL PROCESSING LETTERS

Recent advances in optical reservoir computing

François DuportAnteo SmerieriYvan PaquotBendix SchneiderJoni DambreBenjamin SchrauwenMarc HaeltermanSerge Massar

Towards integrated optical spiking neural networks: delaying spikes on chip

Thomas Van VaerenberghMartin FiersPeter BienstmanJoni Dambre

Using silicon nanophotonics for digital and analog signal processing with reservoir computing

Peter BienstmanKristof VandoorneThomas Van VaerenberghMartin FiersBendix SchneiderBenjamin SchrauwenJoni Dambre

Using silicon nanophotonics for digital and analog signal processing with reservoir computing

Peter BienstmanKristof VandoorneThomas Van VaerenberghMartin FiersBendix SchneiderBenjamin SchrauwenJoni Dambre

2012

CAPHE: time-domain and frequency-domain modeling of nonlinear optical components

Martin FiersThomas Van VaerenberghJoni DambrePeter Bienstman

Cascadable excitability in microrings

Thomas Van VaerenberghMartin FiersPauline MechetThijs SpuesensRajesh KumarGeert MorthierBenjamin SchrauwenJoni DambrePeter Bienstman

A1 Journal Article in OPTICS EXPRESS

Characterization of cascadable excitability in a silicon-on-insulator microring

Thomas Van VaerenberghMartin FiersPauline MechetThijs SpuesensRajesh KumarGeert MorthierKristof VandoorneBendix SchneiderBenjamin SchrauwenJoni Dambre et al.

Computing using delayed feedback systems: towards photonics

L AppeltantMC SorianoG Van der SandeJ DanckaertS MassarJoni DambreBenjamin SchrauwenCR MirassoI Fischer

Information processing capacity of dynamical systems

Joni DambreDavid VerstraetenBenjamin SchrauwenSerge Massar

A1 Journal Article in SCIENTIFIC REPORTS

Optical information processing: advances in nanophotonic reservoir computing

Martin FiersKristof VandoorneThomas Van VaerenberghJoni DambreBenjamin SchrauwenPeter Bienstman

Optoelectronic reservoir computing

Yvan PaquotFrancois DuportAntoneo SmerieriJoni DambreBenjamin SchrauwenMarc HaeltermanSerge Massar

A1 Journal Article in SCIENTIFIC REPORTS

Reduction of analogue bandwidth requirement in photonic on-chip reservoir computing

Bendix SchneiderPeter BienstmanJoni Dambre

Reservoir computing on nanophotonic chips

Peter BienstmanKristof VandoorneThomas Van VaerenberghMartin FiersBendix SchneiderDavid VerstraetenBenjamin SchrauwenJoni Dambre

Self-pulsation and excitability mechanism in silicon-on-insulator microrings

Thomas Van VaerenberghMartin FiersPauline MechetThijs SpuesensRajesh KumarGeert MorthierKristof VandoorneBendix SchneiderBenjamin SchrauwenJoni Dambre et al.

Simplified description of self-pulsation and excitability by thermal and free-carrier effects in semiconductor microcavities

Thomas Van VaerenberghMartin FiersJoni DambrePeter Bienstman

A1 Journal Article in PHYSICAL REVIEW A

Time-domain and frequency-domain modeling of nonlinear optical components at the circuit-level using a node-based approach

Martin FiersThomas Van VaerenberghKen CaluwaertsDries Vande GinsteBenjamin SchrauwenJoni DambrePeter Bienstman

A1 Journal Article in JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS

Towards a photonics spiking neuron: excitability in a silicon-on-insulator microring

Thomas Van VaerenberghMartin FiersKristof VandoorneBendix SchneiderJoni DambrePeter Bienstman

2011

Advances in photonic reservoir computing on an integrated platform

Kristof VandoorneMartin FiersThomas Van VaerenberghDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

CAPHE: a circuit-level time-domain and frequency-domain modeling tool for nonlinear optical components

Martin FiersThomas Van VaerenberghPieter DumonKen CaluwaertsBenjamin SchrauwenJoni DambrePeter Bienstman

Delays in photonic reservoir computing with semiconductor optical amplifiers

Kristof VandoorneDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

Information processing using a single dynamical node as complex system

Lennert AppeltantMiguel Cornelles SorianoGuy Van der SandeJan DanckaertSerge MassarJoni DambreBenjamin SchrauwenClaudio R MirassoIngo Fischer

A1 Journal Article in NATURE COMMUNICATIONS

Optical signal processing with a network of semiconductor optical amplifiers in the context of photonic reservoir computing

Kristof VandoorneMartin FiersDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

Parallel reservoir computing using optical amplifiers

Kristof VandoorneJoni DambreDavid VerstraetenBenjamin SchrauwenPeter Bienstman

A1 Journal Article in IEEE TRANSACTIONS ON NEURAL NETWORKS

Photonic reservoir computing and information processing with coupled semiconductor optical amplifiers

Kristof VandoorneThomas Van VaerenberghMartin FiersPeter BienstmanDavid VerstraetenBenjamin SchrauwenJoni Dambre

Photonic reservoir computing with a network of coupled semiconductor optical amplifiers

Kristof VandoornePeter BienstmanJoni Dambre

Reservoir computing using a delayed feedback system: towards photonic implementations

Lennert AppeltantMC SorianoGuy Van der SandeJan DankaertSerge MassarJoni DambreBenjamin SchrauwenClaudio R MirassoIngo Fisher

Speech recognition using photonic reservoir computing with semiconductor optical amplifiers

Kristof VandoorneJoni DambreDavid VerstraetenBenjamin SchrauwenPeter Bienstman

2010

Artificial intelligence at light speed: toward optoelectronic reservoir computing

Yvan PaquotFrancois DuportJoni DambreBenjamin SchrauwenMarc HaeltermanSerge Massar

A4 Journal Article in BELGIAN PHYSICAL SOCIETY MAGAZINE

De l'utilisation d'un oscillateur optoelectronique comme reservoir computer

François DuportYvan PaquotJoni DambreBenjamin SchrauwenMarc HaeltermanSerge Massar

Delays in photonic reservoir computing with semiconductor optical amplifiers

Kristof VandoorneJoni DambreDavid VerstraetenBenjamin SchrauwenPeter Bienstman

Memory versus non-linearity in reservoirs

David VerstraetenJoni DambreXavier DutoitBenjamin Schrauwen

Photonic reservoir computing as a new paradigm for optical information processing

Peter BienstmanKristof VandoorneMartin FiersDavid VerstraetenJoni DambreBenjamin Schrauwen

Photonic reservoir computing: a new approach to optical information processing

Kristof VandoorneMartin FiersDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

Photonic reservoir computing: a new approach to optical information processing

Kristof VandoorneMartin FiersDavid VerstraetenBenjamin SchrauwenJoni DambrePeter Bienstman

Reservoir computing : a photonic neural network for information processing

Yvan PaquotJoni DambreBenjamin SchrauwenMarc HaeltermanSerge Massar

2008

Design of a reconfigurable optical interconnect for large-scale multiprocessor networks

Inigo ArtundoWim HeirmanChristof DebaesJoni DambreJan Van CampenhoutHugo Thienpont

Predicting the performance of reconfigurable optical interconnects in distributed shared-memory systems

Wim HeirmanJoni DambreI ARTUNDOC DEBAESHugo ThienpontDirk StroobandtJan Van Campenhout

A1 Journal Article in PHOTONIC NETWORK COMMUNICATIONS

Rent's rule and parallel programs: characterizing network traffic behavior

Wim HeirmanJoni DambreDirk StroobandtJan Van Campenhout

Runtime variability in scientific parallel applications

Wim HeirmanJoni DambreDirk StroobandtJan Van Campenhout

2007

Performance Evaluation of Large Reconfigurable Interconnects for Multiprocessor Systems

Wim HeirmanI ARTUNDOJoni DambreC DEBAEST PHAM DOANK BUI VIETHugo ThienpontJan Van Campenhout

Performance of large-scale reconfigurable optical interconnection networks in DSM systems

I ArtundoWim HeirmanC DebaesJoni DambreJan Van CampenhoutHugo Thienpont

Predicting reconfigurable interconnect performance in distributed shared-memory systems

Wim HeirmanJoni DambreI ARTUNDOC DEBAESHugo ThienpontDirk StroobandtJan Van Campenhout

A1 Journal Article in INTEGRATION-THE VLSI JOURNAL

Synthetic traffic generation as a tool for dynamic interconnect evaluation

Wim HeirmanJoni DambreJan Van Campenhout

Systematic simulation-based predictive synthesis of integrated optical interconnect

I O'CONNORF TISSAFI-DRISSIF GAFFIOTJoni DambreMichiel De WildeJan Van CampenhoutDries Van ThourhoutDirk Stroobandt

A1 Journal Article in IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

2006

Congestion Modeling for Reconfigurable Inter-Processor Networks

Wim HeirmanJoni DambreJan Van Campenhout

Integrated optical interconnect for on-chip data transport

I O'ConnorF Tissafi-DrissiD NavarroF MieyevilleF GaffiotJoni DambreM De WildeDirk StroobandtM Brière

Optical interconnect for on-chip data communication

I O'ConnorF Tissafi-DrissiD NavarroF MieyevilleF GaffiotJoni DambreM De WildeDirk StroobandtDries Van Thourhout

Predicting the Performance of Reconfigurable Interconnects in Distributed Shared-Memory Systems

Wim HeirmanJoni DambreI ARTUNDOC DEBAESHugo ThienpontDirk StroobandtJan Van Campenhout

Predicting the Performance of Reconfigurable Interconnects in Shared-Memory Systems

Wim HeirmanJoni DambreJan Van Campenhout

Reconfigurable Optical Networks for On-Chip Multiprocessors

Wim HeirmanJoni DambreI O'CONNORJan Van Campenhout

Reconfigurable interconnection networks in Distributed Shared Memory systems: a study on communication patterns

BV KHOIPD TINHNN QUANI ARTUDOD MANJARRESWim HeirmanC DEBAESJoni DambreJan Van CampenhoutHugo Thienpont

Reconfigurable interconnects in DSM systems: a focus on context switch behavior

I ArtundoD ManjarresWim HeirmanC DebaesJoni DambreJan Van CampenhoutH Thienpont

Selective optical broadcast component for reconfigurable multiprocessor, interconnects

I ARTUNDOL DESTNETWim HeirmanC DEBAESJoni DambreJan Van CampenhoutHugo Thienpont

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Selective optical broadcasting in reconfigurable multiprocessor interconnects - art. no. 61850J

I ARTUNDOL DESMETWim HeirmanC DEBAESJoni DambreJan Van Campenhout

Speeding up multiprocessor machines with reconfigurable optical interconnects - art. no. 61240K

Wim HeirmanI ARTUNDOL DESMETJoni DambreC DEBAESHugo ThienpontJan Van Campenhout

2005

Predicting the Performance of Reconfigurable Interconnects in Distributed Shared-Memory Systems

Wim HeirmanJoni DambreJan Van Campenhout

Prediction Model for Evaluation of Reconfigurable Interconnects in Distributed Shared-Memory Systems

Wim HeirmanJoni DambreDirk StroobandtJan Van CampenhoutC DEBAESHugo Thienpont

Reconfigurable Optical Interconnects for Distributed Shared-Memory Multiprocessors

Wim HeirmanJoni DambreJan Van Campenhout

Reconfigurable Optical Interconnects for Distributed Shared-Memory Systems

Wim HeirmanJoni DambreJan Van Campenhout

Selective Broadcasting for Reconfigurable Optical Interconnects in DSM systems

I ARTUNDOL DESMETWim HeirmanC DEBAESJoni DambreJan Van CampenhoutHugo Thienpont

Towards reconfigurable optical networks on chip

I O'CONNORM BRIÈREE DROUARDA KAZMIERCZAKF TISSAFI-DRISSID NAVARROF MIEYEVILLEJoni DambreDirk StroobandtJ FEDELI et al.

Traffic Temporal Analysis for Reconfigurable Interconnects in Shared-Memory Systems

Wim HeirmanJoni DambreJan Van CampenhoutC DEBAESHugo Thienpont

Wavelength Tuneable Reconfigurable Optical Interconnection Network for Shared-Memory Machines

Wim HeirmanI ARTUNDOD CARVAJALL DESMETJoni DambreC DEBAESHugo ThienpontJan Van Campenhout

2004

Architectural study of the opportunities for reconfigurable optical interconnects in distributed shared memory systems

C DEBAESI ARTUNDOWim HeirmanJoni DambreK BUI VIETHugo Thienpont

Toward the accurate prediction of placement wire length distributions in VLSI circuits

Joni DambreDirk StroobandtJan Van Campenhout

A1 Journal Article in IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

Traffic Locality Analysis for Reconfigurable Interconnects in Shared-Memory Systems

Wim HeirmanJoni DambreJan Van Campenhout

2003

A comparison of various terminal-gate relationships for interconnect prediction in VLSI circuits

Joni DambreP VERPLAETSEDirk StroobandtJan Van Campenhout

A1 Journal Article in IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS

An exploration of synchronization solutions for parallel short-range optical interconnect in mesochronous systems

Harald DevosJoni DambreWim MeeusDirk StroobandtJan Van Campenhout

Fast Estimation of the Partitioning Rent Characteristic Using a Recursive Partitioning Model

Joni DambreDirk StroobandtJ VAN CAMPENHOUT

Predictie van interconnectie-eigenschappen van digitale schakelingen voor de exploratie van ontwerpkeuzes en technologie

Joni DambreDirk StroobandtJan Van Campenhout

Reconfigurable optical interconnects for parallel computer systems : design space issues

KB VietL DesmetJoni DambreDirk StroobandtKristof BeylsJan Van CampenhoutHugo Thienpont

2002

A Probabilistic Approach to Clock Cycle Prediction

Joni DambreDirk StroobandtJan Van Campenhout

Getting more out of Donath`s hierarchical model for interconnect prediction

Joni DambrePeter VerplaetseDirk StroobandtJan Van Campenhout

2001

Demonstrating POF based optoelectronic interconnect in a multi-FPGA prototype system

Marnik BrunfautWim MeeusJoni DambreRonny BockstaeleJan Van CampenhoutH MelchiorJ HallA NeyerP HeremansJ Van Koetsem et al.

Impact of optical I/O on FPGA electronic routing delays

Joni DambreMarnik BrunfautWim MeeusJan Van Campenhout

On Partitioning vs. Placement Rent Properties.

Peter VerplaetseJoni DambreDirk StroobandtJan Van Campenhout

On Rent's Rule for Rectangular Regions.

Joni DambrePeter VerplaetseDirk StroobandtJan Van Campenhout

Sense and nonsense of logic-level optical interconnect: reflections on an experiment

Jan Van CampenhoutMarnik BrunfautWim MeeusJoni DambreMichiel De Wilde

2000

Quantifying the Performance of Optoelectronic FPGA's: The Impact of Optical Interconnect Latency. Kluwer Academic Publishers, Boston, 2000, 195-202.

Joni DambreHerwig Van MarckJan Van Campenhout

1999

Optoelectronic FPGA's.

Jan Van CampenhoutHerwig Van MarckJo DepreitereJoni Dambre

A1 Journal Article in IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Quantifying the impact of optical interconnect latency on the performance of optoelectronic FPGAs.

Joni DambreHerwig Van MarckJan Van Campenhout