Comparing SNNs and RNNs on neuromorphic vision datasets: Similarities and differences

Deep Spiking Neural Networks for Large Vocabulary Automatic Speech Recognition

(2020) Jibin Wu et al.   Frontiers in Neuroscience

Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics

(2020) P.R. Vlachas et al.   NEURAL NETWORKS

Tianjic: A Unified and Scalable Chip Bridging Spike-Based and Continuous Neural Computation

(2020) Lei Deng et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

Towards artificial general intelligence with hybrid Tianjic chip architecture

(2019) Jing Pei et al.   NATURE

Rethinking the performance comparison between SNNS and ANNS

(2019) Lei Deng et al.   NEURAL NETWORKS

Loihi: A Neuromorphic Manycore Processor with On-Chip Learning

(2018) Mike Davies et al.   IEEE MICRO

Spiking Optical Flow for Event-Based Sensors Using IBM’s TrueNorth Neurosynaptic System

(2018) Germain Haessig et al.   IEEE Transactions on Biomedical Circuits and Systems

Spatio-Temporal Backpropagation for Training High-Performance Spiking Neural Networks

(2018) Yujie Wu et al.   Frontiers in Neuroscience

A Spiking Neural Network Framework for Robust Sound Classification

(2018) Jibin Wu et al.   Frontiers in Neuroscience

CIFAR10-DVS: An Event-Stream Dataset for Object Classification

(2017) Hongmin Li et al.   Frontiers in Neuroscience

A Saccade Based Framework for Real-Time Motion Segmentation Using Event Based Vision Sensors

(2017) Abhishek Mishra et al.   Frontiers in Neuroscience

DVS Benchmark Datasets for Object Tracking, Action Recognition, and Object Recognition

(2016) Yuhuang Hu et al.   Frontiers in Neuroscience

A Dataset for Visual Navigation with Neuromorphic Methods

(2016) Francisco Barranco et al.   Frontiers in Neuroscience

Skimming Digits: Neuromorphic Classification of Spike-Encoded Images

(2016) Gregory K. Cohen et al.   Frontiers in Neuroscience

Training Deep Spiking Neural Networks Using Backpropagation

(2016) Jun Haeng Lee et al.   Frontiers in Neuroscience

A Dynamic Vision Sensor With 1% Temporal Contrast Sensitivity and In-Pixel Asynchronous Delta Modulator for Event Encoding

(2015) Minhao Yang et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

HFirst: A Temporal Approach to Object Recognition

(2015) Garrick Orchard et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Unsupervised learning of digit recognition using spike-timing-dependent plasticity

(2015) Peter U. Diehl et al.   Frontiers in Computational Neuroscience

Feedforward Categorization on AER Motion Events Using Cortex-Like Features in a Spiking Neural Network

(2015) Bo Zhao et al.   IEEE Transactions on Neural Networks and Learning Systems

Converting Static Image Datasets to Spiking Neuromorphic Datasets Using Saccades

(2015) Garrick Orchard et al.   Frontiers in Neuroscience

Poker-DVS and MNIST-DVS. Their History, How They Were Made, and Other Details

(2015) Teresa Serrano-Gotarredona et al.   Frontiers in Neuroscience

A million spiking-neuron integrated circuit with a scalable communication network and interface

(2014) P. A. Merolla et al.   SCIENCE

A 128$\,\times$128 1.5% Contrast Sensitivity 0.9% FPN 3 µs Latency 4 mW Asynchronous Frame-Free Dynamic Vision Sensor Using Transimpedance Preamplifiers

(2013) Teresa Serrano-Gotarredona et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

Robotic goalie with 3 ms reaction time at 4% CPU load using event-based dynamic vision sensor

(2013) Tobi Delbruck et al.   Frontiers in Neuroscience

Toward real-time particle tracking using an event-based dynamic vision sensor

(2011) David Drazen et al.   EXPERIMENTS IN FLUIDS

A QVGA 143 dB Dynamic Range Frame-Free PWM Image Sensor With Lossless Pixel-Level Video Compression and Time-Domain CDS

(2010) Christoph Posch et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS

A 128$\times$128 120 dB 15 $\mu$s Latency Asynchronous Temporal Contrast Vision Sensor

(2008) Patrick Lichtsteiner et al.   IEEE JOURNAL OF SOLID-STATE CIRCUITS