Research Explorer

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Researcher

Matthias Freiberger

Awards & Distinctions

29 Results

2023

Resource-efficient deep learning for computer vision

Maxim BonnaerensJoni DambreMatthias Freiberger

2022

Anchor pruning for object detection

Maxim BonnaerensMatthias FreibergerJoni Dambre

A1 Journal Article in COMPUTER VISION AND IMAGE UNDERSTANDING

Distance-based delays in echo state networks

Stefan-Teodor IacobMatthias FreibergerJoni Dambre

Hardware-aware mobile building block evaluation for computer vision

Maxim BonnaerensMatthias FreibergerMarian VerhelstJoni Dambre

A1 Journal Article in APPLIED SCIENCES-BASEL

2021

Computing with integrated photonic reservoirs

Joni DambreAndrew KatumbaChonghuai MaStijn SackesynFloris LaporteMatthias FreibergerPeter Bienstman

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

2020

A training algorithm for networks of high-variability reservoirs

Matthias FreibergerPeter BienstmanJoni Dambre

A1 Journal Article in SCIENTIFIC REPORTS

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

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

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

2019

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

Silicon photonics reservoir computing at 32 Gbit/s

Peter BienstmanJoni DambreAndrew KatumbaMatthias FreibergerFloris LaporteAlessio LugnanStijn SackesynChonghuai MaEmmanuel Gooskens

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

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

Improving time series prediction with ensembles of integrated photonic reservoirs

Matthias FreibergerPeter BienstmanJoni Dambre

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

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

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

2017

A multiple-input strategy to efficient integrated photonic reservoir computing

Andrew KatumbaMatthias FreibergerPeter BienstmanJoni Dambre

A1 Journal Article in COGNITIVE COMPUTATION

Building scalable integrated silicon photonics reservoirs for signal processing

Andrew KatumbaMatthias FreibergerJelle HeyvaertJoni 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

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