« Racing to learn: statistical inference and learning in a single spiking neuron with adaptive kernels, Frontiers in neuroscience, vol.8, p.31, 2014. ,
« A scale-space approach to nonlocal optical flow calculations, International conference on scalespace theories in computer vision, p.41, 1999. ,
Cognitive computing programming paradigm: a corelet language for composing networks of neurosynaptic cores, The 2013 International Joint Conference on, p.46, 2013. ,
« Visual Neuroscience: A Retinal Ganglion Cell to Report Image Focus, Curr. Biol, vol.27, p.20, 2017. ,
« A database and evaluation methodology for optical flow, International Journal of Computer Vision, vol.92, p.54, 2011. ,
« Online clustering algorithms, International Journal of Neural Systems, vol.18, pp.185-194, 2008. ,
« Simultaneous optical flow and intensity estimation from an event camera, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, vol.59, p.42, 2016. ,
« The mechanism of directionally selective units in rabbit's retina, The Journal of physiology, vol.178, pp.41-43, 1965. ,
« Contour motion estimation for asynchronous event-driven cameras, Proceedings of the IEEE, vol.102, p.42, 2014. ,
,
Performance of optical flow techniques, International Journal of Computer Vision, vol.12, p.41, 1994. ,
« Asynchronous frameless event-based optical flow, Neural Networks, vol.27, p.42, 2012. ,
« A 5 Meps $100 USB2. 0 address-event monitor-sequencer interface, Circuits and Systems, p.65, 2007. ,
« The structure and precision of retinal spike trains, Proceedings of the National Academy of Sciences, pp.27-8424, 1997. ,
« On a measure of divergence between two multinomial populations, Sankhy?: the indian journal of statistics, pp.401-406, 1946. ,
« Spiking analog VLSI neuron assemblies as constraint satisfaction problem solvers, Circuits and Systems (ISCAS), 2016 IEEE International Symposium on. IEEE. 2016, pp.2094-2097 ,
« Compact optical design solutions using focus tunable lenses, SPIE Optical Systems Design. International Society for Optics and Photonics, p.12, 2011. ,
« Point-to-point connectivity between neuromorphic chips using address events, IEEE Trans. Circuits Syst. II Analog Digit. Signal Process, vol.47, p.51, 2000. ,
, proceedings of the 9th EAI International Conference on Bio-inspired Information and Communications Technologies (formerly BIONETICS) on 9th EAI International Conference on Bio-inspired Information and Communications Technologies (formerly BIONETICS), p.42, 2016.
, Cognitive computing building block: A versatile and efficient digital neuron model for neurosynaptic cores, vol.46, p.47
« The generative adaptive subspace self-Organizing Map, Neural Networks (IJCNN), 2014 International Joint Conference on, p.31, 2014. ,
« Neuromorphic electronic circuits for building autonomous cognitive systems, » In: Proceedings of the IEEE, vol.102, issue.6, pp.1367-1388, 2014. ,
« Why two eyes?, pp.35-37, 2002. ,
« Is one eye better than two when viewing pictorial art?, p.7 ,
« Skimming digits: neuromorphic classification of spike-encoded images, Frontiers in neuroscience, vol.10, p.31, 2016. ,
« A neuromorphic event-based neural recording system for smart brain-machine-interfaces, IEEE transactions on biomedical circuits and systems 9, vol.5, p.40, 2015. ,
« Nearest neighbor pattern classification, IEEE transactions on information theory, vol.13, p.34, 1967. ,
, Loihi: A Neuromorphic Manycore Processor with On-Chip Learning, vol.38, pp.272-1732, 2018.
, Frontiers in neuroinformatics, vol.2, p.15, 2008.
« Silicon retina with correlation-based, velocity-tuned pixels, IEEE Trans. on Neural Networks, vol.4, p.42, 1993. ,
« Spiking Cooperative Stereo-Matching at 2 ms Latency with Neuromorphic Hardware, Conference on Biomimetic and Biohybrid Systems, pp.119-137, 2017. ,
Learning optical flow with convolutional networks, Proceedings of the IEEE International Conference on Computer Vision, p.41, 2015. ,
,
, Preprint on ArXiv, vol.27, p.3, 2016.
« Accommodation and apparent distance, pp.609-621, 1988. ,
« A 0.086-mm2 9.8-pJ/SOP 64k-Synapse 256-Neuron Online-Learning Digital Spiking Neuromorphic Processor in 28nm CMOS, 2018. ,
« The spinnaker project, Proceedings of the IEEE, vol.102, pp.652-665, 2014. ,
« Robust shape from focus via Markov random fields, Proceedings of Graphicon Conference, p.7, 2009. ,
« Event-based neural computing on an autonomous mobile platform, Proc. of IEEE International Conference on Robotics and Automation (ICRA), p.64, 2014. ,
« Spike sorting using time-varying DIRICHLET process mixture models, p.40, 2008. ,
« Nest (neural simulation tool), vol.2, p.15, 2007. ,
, Spiking neural networks ». In: International journal of neural systems, vol.19, pp.295-308, 2009.
« Eventbased computation of motion flow on a neuromorphic analog neural platform », Frontiers in neuroscience, vol.10, pp.43-45, 2016. ,
, Rapid Neural Coding in the Retina with Relative Spike Latencies, vol.319, p.5, 2008.
« Accommodation and convergence in visual space perception, pp.89-104, 1942. ,
, , p.15, 2017.
« Spiking Optical Flow for Event-based Sensors Using IBM's TrueNorth Neurosynaptic System, IEEE Transactions on Biomedical Circuits and Systems, vol.99, pp.1-11, 2018. ,
« Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements, Journal of neurophysiology, vol.84, p.39, 2000. ,
« Model for the extraction of image flow, p.41 ,
« Using Blur to Affect Perceived Distance and Size, ACM Transactions on Graphics, vol.29, p.5, 2010. ,
Simultaneous intracellular and extracellular recordings from hippocampus region CA1 of anesthetized rats, vol.39, p.31, 2009. ,
« Intracellular features predicted by extracellular recordings in the hippocampus in vivo, Journal of neurophysiology, vol.84, p.39, 2000. ,
« An open source and open hardware embedded metric optical flow cmos camera for indoor and outdoor applications, Robotics and Automation (ICRA), p.41, 2013. ,
Aurora 8B/10B Protocol Specification, p.65, 2011. ,
« Neuromorphic architectures for spiking deep neural networks, IEEE Electron Devices Meeting (IEDM) (2015), pp.1-4 ,
« ON and OFF pathways in Drosophila motion vision, Nature, vol.468, p.41, 2010. ,
« First spikes in ensembles of human tactile afferents code complex spatial fingertip events, Nat Neurosci, vol.7, issue.6, pp.170-177, 2004. ,
« High-dimensional cluster analysis with the masked EM algorithm, Neural computation, p.31, 2014. ,
« Accuracy analysis of kinect depth data, ISPRS workshop laser scanning, p.16, 2011. ,
Spike time interval computational kernel, a framework for general purpose computation using neurons, precise timing, delays, and synchrony, Neural computation, p.25, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01236154
« Hots: a hierarchy of event-based time-surfaces for pattern recognition, IEEE transactions on pattern analysis and machine intelligence, vol.39, p.31, 2017. ,
« Recherches quatitatives sur l'excitation electrique des nerfs traitee comme polarisation, J. Physiol. Pathol. Gen, vol.9, p.13, 1907. ,
« Convolutional networks for images, speech, and time series, The handbook of brain theory and neural networks, vol.3361, p.3, 1995. ,
« What the frog's eye tells the frog's brain, Proceedings of the IRE 47, vol.11, p.41, 1959. ,
, , vol.26, p.7, 2007.
« Depth recovery from motion and defocus blur, Image Analysis and Recognition, pp.122-133, 2006. ,
« Variability and information in a neural code of the cat lateral geniculate nucleus, Journal of neurophysiology, vol.86, issue.6, pp.2789-806, 2001. ,
« Computing with spiking neurons, Pulsed neural networks, vol.85, 1999. ,
« Visualizing data using t-SNE, Journal of Machine Learning Research, vol.9, p.36, 2008. ,
« Some methods for classification and analysis of multivariate observations, Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, vol.1, p.34, 1967. ,
« Experimental characterization of two generations of Kinect's depth sensors, IEEE International symposium on robotic and sensor environements, p.16, 2012. ,
« VLSI analogs of neuronal visual processing: a synthesis of form and function, 1992. ,
« Reliability of spike timing in neocortical neurons, » In: Science, vol.268, issue.6, pp.1503-1506, 1995. ,
« Circuit mechanisms of a retinal ganglion cell with stimulus-dependent response latency and activation beyond its dendrites, Curr. Biol, vol.27, p.20, 2017. ,
« Cooperative computation of stereo disparity, Science, vol.194, pp.283-287, 1976. ,
, High-Speed Depth from Focus on a Programmable Vision Chip Using a Focus Tunable Lens, pp.1150-1153, 2017.
« Comparative evaluation of autofocus algorithms for a real-time system for automatic detection of Mycobacterium tuberculosis, Cytometry Part A, vol.81, pp.213-221, 2012. ,
« Image blur as a pictorial depth cue, pp.169-172, 1996. ,
« The use of image blur as a depth cue, pp.1147-1158, 1997. ,
« Blur discrimination and its relation to blurmediated depth perception, p.7, 2002. ,
« Combining depth cues: effects upon accuracy and speed of performance in a depth-ordering task, p.7, 2004. ,
« Depth cue integration: stereopsis and image blur, p.7, 2000. ,
« A silicon model of early visual processing, Neural networks, vol.1, pp.91-97, 1988. ,
« A million spiking-neuron integrated circuit with a scalable communication network and interface, Science, vol.345, pp.668-673, 2014. ,
« Deep neural networks are robust to weight binarization and other non-linear distortions, p.45, 2016. ,
« Variational depth from focus reconstruction, IEEE Transactions on Image Processing, vol.24, p.7, 2015. ,
, Progress in digital integrated electronics, vol.21, pp.11-13, 1975.
« An event-based architecture for solving constraint satisfaction problems, Nature communications, vol.6, issue.6, p.8941, 2015. ,
Spinnaker: fault tolerance in a power-and area-constrained large-scale neuromimetic architecture, Parallel Computing, vol.39, p.62, 2013. ,
Synthesizing cognition in neuromorphic electronic systems, Proceedings of the National Academy of Sciences, pp.3468-3476, 2013. ,
« Detection of the depth order of defocused images, p.7, 2005. ,
« Emergence of simple-cell receptive field properties by learning a sparse code for natural images, Nature, vol.381, pp.607-609, 1996. ,
« A spiking neural network architecture for visual motion estimation, Biomedical Circuits and Systems Conference (BioCAS), 2013. ,
, , vol.52, p.42, 2013.
« Bioinspired visual motion estimation, Proceedings of the IEEE 102, vol.10, p.42, 2014. ,
« HFirst: a temporal approach to object recognition, IEEE transactions on pattern analysis and machine intelligence, vol.37, pp.2028-2040, 2015. ,
« A spiking neural network model of 3D perception for event-based neuromorphic stereo vision systems, Scientific reports, vol.7, p.40703, 2017. ,
« A new sense for depth of field, vol.9, pp.523-531, 1987. ,
« Simple range cameras based on focal error, » In: vol, vol.11, p.7, 1994. ,
« A new sense for depth of field, IEEE transactions on pattern analysis and machine intelligence, vol.4, pp.523-531, 1987. ,
« Mapping from Frame-Driven to Frame-Free Event-Driven Vision Systems by Low-Rate Rate Coding and Coincidence Processing-Application to Feedforward ConvNets, IEEE transactions on pattern analysis and machine intelligence, vol.35, pp.2706-2719, 2013. ,
AppNote 8 -Interfacing AER devices to SpiNNaker using an FPGA, vol.65, p.63, 2013. ,
« A QVGA 143 dB dynamic range frame-free PWM image sensor with lossless pixel-level video compression and time-domain CDS, IEEE Journal of Solid-State Circuits, vol.46, pp.259-275, 2011. ,
High-dr frame-free pwm imaging with asynchronous aer intensity encoding and focal-plane temporal redundancy suppression, Circuits and Systems (ISCAS), Proceedings of 2010 IEEE International Symposium on. IEEE. 2010, pp.2430-2433 ,
« Retinomorphic event-based vision sensors: bioinspired cameras with spiking output, Proceedings of the IEEE, vol.102, p.45, 2014. ,
« Numerical recipes in C, vol.1, p.24, 1988. ,
« A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses, Frontiers in neuroscience, vol.9, issue.6, p.141, 2015. ,
« Unsupervised spike detection and sorting with wavelets and superparamagnetic clustering, Neural computation, vol.16, p.31, 2004. ,
« Population Coding of Stimulus Location in Rat Somatosensory Cortex, Neuron, vol.32, issue.6, pp.503-414, 2001. ,
« The tetrode: a new technique for multiunit extracellular recording, Soc Neurosci Abstr, vol.15, issue.2, p.39, 1989. ,
« Temporal Coding of Visual Information in the Thalamus, Journal of Neuroscience, vol.20, issue.6, pp.5392-400, 2000. ,
Bio-inspired optic flow detection using neuromorphic hardware. Poster. 2014 (cit, p.42 ,
Spikes: Exploring the Neural Code, pp.0-262, 1999. ,
« Asynchronous event-based binocular stereo matching, IEEE Transactions on Neural Networks and Learning Systems, vol.23, pp.347-353, 2012. ,
« Spike sorting for large, dense electrode arrays, Nat Neurosci, p.31, 2015. ,
, CAVIAR: A 45K Neuron, 5M Synapse, 12G Connects AER Hardware Sensory-Processing-Learning-Actuating System for High-Speed Visual Object Recognition and Tracking, pp.1417-1438, 2009.
12G connects/s AER hardware sensory-processing-learning-actuating system for high-speed visual object recognition and tracking, » In: IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council, vol.20, p.21, 2009. ,
« A new spike detection algorithm for extracellular neural recordings, IEEE Transactions on Biomedical Engineering, vol.57, p.40, 2010. ,
Mastering the game of Go with deep neural networks and tree search, vol.529, pp.484-489, 2016. ,
« HATS: Histograms of Averaged Time Surfaces for Robust Eventbased Object Classification, p.31, 2018. ,
« Determination of displacements using an improved digital correlation method, Image and vision computing, vol.1, issue.3, p.41, 1983. ,
« Depth from focus with your mobile phone, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, p.7, 2015. ,
, « Eye smarter than scientists believed: neural computations in circuits of the retina. » In: Neuron, p.19, 2010.
« An integrated analog optical motion sensor, p.42, 1986. ,
« Depth from Combining Defocus and Correspondence Using light-Field Cameras, p.7, 2013. ,
AppNote 1 -SpiNN-3 Development Board, p.63, 2011. ,
« Spike-based strategies for rapid processing, NEURAL NETWORKS, vol.14, issue.6, pp.715-725, 2001. ,
« Spike arrival times: A highly efficient coding scheme for neural networks », Parallel processing in neural systems, 1990. ,
, Lab Scene Optical Flow Result, p.56, 2017.
, Pipe Optical Flow Result, vol.56, 2017.
, Spiral Optical Flow Result. 2017. url: https : / / youtu . be / Nt9tlMyv2 _ Q, vol.56, p.55
« Information theoretic measures for clusterings comparison: Variants, properties, normalization and correction for chance, The Journal of Machine Learning Research, vol.11, p.35, 2010. ,
« Retinal blur and the perception of egocentric distance, vol.10, pp.1-16, 2010. ,
« Common principles of image acquisition systems and biological Vision, vol.90, p.7, 2002. ,
« Rational filters for passive depth from defocus, vol.27, p.7, 1997. ,
« A look at motion in the frequency domain, p.41, 1983. ,
, Spiking Neural Networks based on OxRAM Synapses for Real-time Unsupervised Spike Sorting, vol.10, p.40, 2016.
URL : https://hal.archives-ouvertes.fr/cea-01846860
CMOS VLSI design: a circuits and systems perspective, 2015. ,
« Integrated circuit implementation of a cortical neuron, IEEE International Symposium on, p.72, 2008. ,
« Performance comparison of extracellular spike sorting algorithms for singlechannel recordings, Journal of neuroscience methods, vol.203, issue.2, pp.369-376, 2012. ,
« Ten-dimensional anthropomorphic arm control in a human brain-machine interface: difficulties, solutions, and limitations, Journal of neural engineering, vol.12, p.40, 2014. ,
« On multiple AER handshaking channels over high-speed bit-serial bidirectional LVDS links with flow-control and clock-correction on commercial FPGAs for scalable neuromorphic systems, IEEE transactions on biomedical circuits and systems, vol.11, issue.5, p.65, 2017. ,
« Fast predictive handshaking in synchronous FPGAs for fully asynchronous multisymbol chip links: Application to SpiNNaker 2-of-7 links, IEEE Transactions on Circuits and Systems-II-Express Briefs, vol.63, p.65, 2016. ,
« Coded aperture pairs for depth from defocus and defocus blurring, vol.93, p.7, 2011. ,