article Open AccessTop 1% cited
STDP-based spiking deep convolutional neural networks for object recognition
Neural Networks · 2017 · Vol. 99 · pp. 56–67
Saeed Reza Kheradpisheh✉(Centre National de la Recherche Scientifique)Mohammad Ganjtabesh(University of Tehran)Simon J. Thorpe(Centre National de la Recherche Scientifique)Timothée Masquelier(Centre National de la Recherche Scientifique)
Advanced Memory and Neural ComputingNeural dynamics and brain functionCCD and CMOS Imaging SensorsComputer scienceArtificial intelligenceMNIST databasePattern recognition (psychology)Spiking neural networkNeural codingConvolutional neural networkPoolingDeep learningSpike-timing-dependent plasticity
MeSH terms
Action PotentialsAnimalsComputer SimulationHumansLearningModels, NeurologicalNeuronal PlasticityNeuronsPattern Recognition, VisualPhotic StimulationVisual PerceptionNeural Networks, Computer
Funding
- Nvidia
Citations
760
FWCI
33.51
field-weighted impact
References
67
Percentile
100%
vs. same field & year
Citations per year
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References
Real-time classification and sensor fusion with a spiking deep belief network
Frontiers in Neuroscience · 2013 · 406 citations
A 128$\times$128 120 dB 15 $\mu$s Latency Asynchronous Temporal Contrast Vision Sensor
IEEE Journal of Solid-State Circuits · 2008 · 2,294 citations
Spiking Deep Convolutional Neural Networks for Energy-Efficient Object Recognition
International Journal of Computer Vision · 2014 · 906 citations
Deep Supervised, but Not Unsupervised, Models May Explain IT Cortical Representation
PLoS Computational Biology · 2014 · 1,349 citations
STDP and STDP variations with memristors for spiking neuromorphic learning systems
Frontiers in Neuroscience · 2013 · 518 citations
Complementary roles of basal ganglia and cerebellum in learning and motor control
Current Opinion in Neurobiology · 2000 · 973 citations
Spike-based strategies for rapid processing
Neural Networks · 2001 · 711 citations
Gradient-based learning applied to document recognition
Proceedings of the IEEE · 1998 · 57,014 citations
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