Gregor Lenz
Jury
Alejandro Linares-Barranco, reviewer
Bruno Gas, examiner
Sylvain Saïghi, reviewer
Sio-Hoi Ieng, advisor
July 6th 2021
Speech recognition
Computer vision
Recommender systems
image from openai.com/blog/ai-and-compute
GPT-3:
Sensor
Algorithm
Hardware
Neuromorphic hardware
Conventional low-power hardware
Conventional hardware
Lenz et al., Frontiers of Neuroscience 2020
Lenz et al., Frontiers of Neuroscience 2020
Lenz et al., Frontiers of Neuroscience 2020
Maro et al., Frontiers of Neuroscience 2020
Maro et al., ICAG 2019, best demo award
Akolkar et al., 2020
events
Scheerlinck et al., 2020
RNN
Lagorce and Benosman, 2016
Memory
Router
Subtractor
dynamic 2nd order system
Lorenz attractor
[58] Massa et al., 2020
[36] Rueckauer et al., 2021
Energy delay product on GPU: 222
Journals
Lenz, Ieng and Benosman, High Speed Event-based Face Detection and Tracking Using the Dynamics of Eye Blinks, Frontiers of Neurscience 2020.
Lenz, Oubari, Orchard and Ieng, Neural Computation Using Precise Timing on Loihi, submitted 2021.
Oubari, Exarchakis, Lenz, Benosman and Ieng, Efficient Spatio-temporal Feature Clustering for Large Event-based Datasets, submitted 2021.
Conferences
Maro, Lenz, Reeves and Benosman, Event-based Visual Gesture Recognition with Background Suppression running on a smart-phone, 14th ICAG 2019.
Haessig, Lesta, Lenz, Benosman and Dudek, A Mixed-Signal Spatio-Temporal Signal Classifier for On-Sensor Spike Sorting, ISCAS 2020.
Open Source Software
Frog: An Android framework for event-based vision.
Loris: Python library to handle files from neuromorphic cameras.
Tonic: Event-based datasets and transformations based on PyTorch.
Quartz: ANN to SNN conversion using temporal coding.
small batch
large batch