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Continuously Learning to Detect People on the Fly: A Bio-inspired Visual System for Drones


Feb 20, 2022
Ali Safa, Ilja Ocket, Andr├ę Bourdoux, Hichem Sahli, Francky Catthoor, Georges Gielen


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Learning to Detect People on the Fly: A Bio-inspired Event-based Visual System for Drones


Feb 16, 2022
Ali Safa, Ilja Ocket, Andr├ę Bourdoux, Hichem Sahli, Francky Catthoor, Georges Gielen


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Design of Many-Core Big Little ╬╝Brain for Energy-Efficient Embedded Neuromorphic Computing


Nov 23, 2021
M. Lakshmi Varshika, Adarsha Balaji, Federico Corradi, Anup Das, Jan Stuijt, Francky Catthoor

* Accepted for publication at DATE 2022 

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Learning Event-based Spatio-Temporal Feature Descriptors via Local Synaptic Plasticity: A Biologically-realistic Perspective of Computer Vision


Nov 04, 2021
Ali Safa, Hichem Sahli, Andr├ę Bourdoux, Ilja Ocket, Francky Catthoor, Georges Gielen


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Fail-Safe Human Detection for Drones Using a Multi-Modal Curriculum Learning Approach


Sep 28, 2021
Ali Safa, Tim Verbelen, Ilja Ocket, Andr├ę Bourdoux, Francky Catthoor, Georges G. E. Gielen


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A 2-$╬╝$J, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture Recognition


Aug 24, 2021
Ali Safa, Andr├ę Bourdoux, Ilja Ocket, Francky Catthoor, Georges G. E. Gielen


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Dynamic Reliability Management in Neuromorphic Computing


May 05, 2021
Shihao Song, Jui Hanamshet, Adarsha Balaji, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor

* Accepted in ACM JETC 

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NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks


May 04, 2021
Adarsha Balaji, Shihao Song, Twisha Titirsha, Anup Das, Jeffrey Krichmar, Nikil Dutt, James Shackleford, Nagarajan Kandasamy, Francky Catthoor


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Endurance-Aware Mapping of Spiking Neural Networks to Neuromorphic Hardware


Mar 09, 2021
Twisha Titirsha, Shihao Song, Anup Das, Jeffrey Krichmar, Nikil Dutt, Nagarajan Kandasamy, Francky Catthoor

* Accepted for publication in IEEE Transactions on Parallel and Distributed Systems (TPDS) 

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Enabling Resource-Aware Mapping of Spiking Neural Networks via Spatial Decomposition


Sep 19, 2020
Adarsha Balaji, Shihao Song, Anup Das, Jeffrey Krichmar, Nikil Dutt, James Shackleford, Nagarajan Kandasamy, Francky Catthoor

* Accepted for publication of IEEE Embedded Systems Letters 

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Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware


Jun 11, 2020
Adarsha Balaji, Thibaut Marty, Anup Das, Francky Catthoor

* Accepted in Springer Journal of Signal Processing Systems 

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PyCARL: A PyNN Interface for Hardware-Software Co-Simulation of Spiking Neural Network


Mar 21, 2020
Adarsha Balaji, Prathyusha Adiraju, Hirak J. Kashyap, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Francky Catthoor

* 10 pages, 25 figures. Accepted for publication at International Joint Conference on Neural Networks (IJCNN) 2020 

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A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing


Nov 01, 2019
Adarsha Balaji, Shihao Song, Anup Das, Nikil Dutt, Jeff Krichmar, Nagarajan Kandasamy, Francky Catthoor

* 4 pages, 5 figures, 13 references, accepted for publication at IEEE Computer Architecture Letters 

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Mapping Spiking Neural Networks to Neuromorphic Hardware


Sep 04, 2019
Adarsha Balaji, Anup Das, Yuefeng Wu, Khanh Huynh, Francesco Dell'Anna, Giacomo Indiveri, Jeffrey L. Krichmar, Nikil Dutt, Siebren Schaafsma, Francky Catthoor

* 14 pages, 14 images, 69 references, Accepted in IEEE Transactions on Very Large Scale Integration (VLSI) Systems 

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Mapping of Local and Global Synapses on Spiking Neuromorphic Hardware


Aug 13, 2019
Anup Das, Yuefeng Wu, Khanh Huynh, Francesco Dell'Anna, Francky Catthoor, Siebren Schaafsma

* 17 pages, 7 figures, published in 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE) 

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Heartbeat Classification in Wearables Using Multi-layer Perceptron and Time-Frequency Joint Distribution of ECG


Aug 13, 2019
Anup Das, Francky Catthoor, Siebren Schaafsma

* 6 pages, 7 figures, published in IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) 

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Unsupervised Heart-rate Estimation in Wearables With Liquid States and A Probabilistic Readout


Jul 18, 2017
Anup Das, Paruthi Pradhapan, Willemijn Groenendaal, Prathyusha Adiraju, Raj Thilak Rajan, Francky Catthoor, Siebren Schaafsma, Jeffrey L. Krichmar, Nikil Dutt, Chris Van Hoof

* 51 pages, 12 figures, 6 tables, 95 references. Under submission at Elsevier Neural Networks 

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