Shih-Chii Liu

According to our database1, Shih-Chii Liu authored at least 116 papers between 1989 and 2018.

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Bibliography

2018
A Neuromorphic VLSI Circuit for Spike-Based Random Sampling.
IEEE Trans. Emerging Topics Comput., 2018

Hardware Implementation of an Event-Based Message Passing Graphical Model Network.
IEEE Trans. on Circuits and Systems, 2018

Overcoming the vanishing gradient problem in plain recurrent networks.
CoRR, 2018

Conversion of analog to spiking neural networks using sparse temporal coding.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

An event-driven probabilistic model of sound source localization using cochlea spikes.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2018

Speaker Activity Detection and Minimum Variance Beamforming for Source Separation.
Proceedings of the Interspeech 2018, 2018

Multi-channel Attention for End-to-End Speech Recognition.
Proceedings of the Interspeech 2018, 2018

On Approximation of Bandlimited Functions with Compressed Sensing.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

DeltaRNN: A Power-efficient Recurrent Neural Network Accelerator.
Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2018

2017
Guest Editorial Learning in Neuromorphic Systems and Cyborg Intelligence.
IEEE Trans. Neural Netw. Learning Syst., 2017

Analysis of Encoding Degradation in Spiking Sensors Due to Spike Delay Variation.
IEEE Trans. on Circuits and Systems, 2017

DDD17: End-To-End DAVIS Driving Dataset.
CoRR, 2017

Sensor Transformation Attention Networks.
CoRR, 2017

NullHop: A Flexible Convolutional Neural Network Accelerator Based on Sparse Representations of Feature Maps.
CoRR, 2017

WHISPER: Wirelessly Synchronized Distributed Audio Sensor Platform.
Proceedings of the 42nd IEEE Conference on Local Computer Networks Workshops, 2017

Live demonstration: Event-driven real-time spoken digit recognition system.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2017

Delta Networks for Optimized Recurrent Network Computation.
Proceedings of the 34th International Conference on Machine Learning, 2017

Impact of low-precision deep regression networks on single-channel source separation.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

A curriculum learning method for improved noise robustness in automatic speech recognition.
Proceedings of the 25th European Signal Processing Conference, 2017

2016
A 0.5 V 55 µW 64×2 Channel Binaural Silicon Cochlea for Event-Driven Stereo-Audio Sensing.
J. Solid-State Circuits, 2016

Recurrent Neural Networks With Limited Numerical Precision.
CoRR, 2016

Recurrent Neural Networks With Limited Numerical Precision.
CoRR, 2016

Phased LSTM: Accelerating Recurrent Network Training for Long or Event-based Sequences.
CoRR, 2016

Delta Networks for Optimized Recurrent Network Computation.
CoRR, 2016

A Curriculum Learning Method for Improved Noise Robustness in Automatic Speech Recognition.
CoRR, 2016

Precise deep neural network computation on imprecise low-power analog hardware.
CoRR, 2016

Learning to be efficient: algorithms for training low-latency, low-compute deep spiking neural networks.
Proceedings of the 31st Annual ACM Symposium on Applied Computing, 2016

Phased LSTM: Accelerating Recurrent Network Training for Long or Event-based Sequences.
Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

22.5 A 0.5V 55µW 64×2-channel binaural silicon cochlea for event-driven stereo-audio sensing.
Proceedings of the 2016 IEEE International Solid-State Circuits Conference, 2016

Effective sensor fusion with event-based sensors and deep network architectures.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

Combined frame- and event-based detection and tracking.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

Event-driven deep neural network hardware system for sensor fusion.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

Live demonstration: Event-driven deep neural network hardware system for sensor fusion.
Proceedings of the IEEE International Symposium on Circuits and Systems, 2016

Monaural Source Separation Using a Random Forest Classifier.
Proceedings of the Interspeech 2016, 2016

2015
1 kHz 2D Visual Motion Sensor Using 20, ×, 20 Silicon Retina Optical Sensor and DSP Microcontroller.
IEEE Trans. Biomed. Circuits and Systems, 2015

Memory and Information Processing in Neuromorphic Systems.
Proceedings of the IEEE, 2015

Hardware-Amenable Structural Learning for Spike-Based Pattern Classification Using a Simple Model of Active Dendrites.
Neural Computation, 2015

Linear Methods for Efficient and Fast Separation of Two Sources Recorded with a Single Microphone.
Neural Computation, 2015

A Dynamic Vision Sensor With 1% Temporal Contrast Sensitivity and In-Pixel Asynchronous Delta Modulator for Event Encoding.
J. Solid-State Circuits, 2015

Memory and information processing in neuromorphic systems.
CoRR, 2015

Live demonstration: Handwritten digit recognition using spiking deep belief networks on SpiNNaker.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Current-mode automated quality control cochlear resonator for bird identity tagging.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Design of a spatiotemporal correlation filter for event-based sensors.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Design of an RGBW color VGA rolling and global shutter dynamic and active-pixel vision sensor.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Scene stitching with event-driven sensors on a robot head platform.
Proceedings of the 2015 IEEE International Symposium on Circuits and Systems, 2015

Scalable energy-efficient, low-latency implementations of trained spiking Deep Belief Networks on SpiNNaker.
Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

Fast-classifying, high-accuracy spiking deep networks through weight and threshold balancing.
Proceedings of the 2015 International Joint Conference on Neural Networks, 2015

2014
Neuromorphic Sensors, Cochlea.
Proceedings of the Encyclopedia of Computational Neuroscience, 2014

Minitaur, an Event-Driven FPGA-Based Spiking Network Accelerator.
IEEE Trans. VLSI Syst., 2014

Asynchronous Binaural Spatial Audition Sensor With 2 × 64 × 4 Channel Output.
IEEE Trans. Biomed. Circuits and Systems, 2014

A 240 × 180 130 dB 3 µs Latency Global Shutter Spatiotemporal Vision Sensor.
J. Solid-State Circuits, 2014

Hardware-Amenable Structural Learning for Spike-based Pattern Classification using a Simple Model of Active Dendrites.
CoRR, 2014

Comparison of spike encoding schemes in asynchronous vision sensors: Modeling and design.
Proceedings of the IEEE International Symposium on Circuits and Systemss, 2014

1kHz 2D silicon retina motion sensor platform.
Proceedings of the IEEE International Symposium on Circuits and Systemss, 2014

Improved margin multi-class classification using dendritic neurons with morphological learning.
Proceedings of the IEEE International Symposium on Circuits and Systemss, 2014

Live demonstration: The "DAVIS" Dynamic and Active-Pixel Vision Sensor.
Proceedings of the IEEE International Symposium on Circuits and Systemss, 2014

2013
Active Processing of Spatio-Temporal Input Patterns in Silicon Dendrites.
IEEE Trans. Biomed. Circuits and Systems, 2013

Morphological learning: Increased memory capacity of neuromorphic systems with binary synapses exploiting AER based reconfiguration.
Proceedings of the 2013 International Joint Conference on Neural Networks, 2013

Fast neuromorphic sound localization for binaural hearing aids.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2012
Addressable current reference array with 170dB dynamic range.
Proceedings of the 2012 IEEE International Symposium on Circuits and Systems, 2012

Real-time speaker identification using the AEREAR2 event-based silicon cochlea.
Proceedings of the 2012 IEEE International Symposium on Circuits and Systems, 2012

A model of attention-driven scene analysis.
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

2011
A Two-Dimensional Configurable Active Silicon Dendritic Neuron Array.
IEEE Trans. on Circuits and Systems, 2011

Mismatch reduction through dendritic nonlinearities in a 2D silicon dendritic neuron array.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2011), 2011

Estimating the location of a sound source with a spike-timing localization algorithm.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2011), 2011

2010
Multilayer Processing of Spatiotemporal Spike Patterns in a Neuron with Active Dendrites.
Neural Computation, 2010

Motion detection using an aVLSI network of spiking neurons.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

Event-based 64-channel binaural silicon cochlea with Q enhancement mechanisms.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

The use of spike-based representations for hardware audition systems.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

Exploiting spike-based dynamics in a silicon cochlea for speaker identification.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2010), May 30, 2010

Approaches and databases for online calibration of binaural sound localization for robotic heads.
Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2010

Motion Detection Chips for Robotic Platforms.
Proceedings of the Flying Insects and Robots, 2010

2009
CAVIAR: A 45k Neuron, 5M Synapse, 12G Connects/s AER Hardware Sensory-Processing- Learning-Actuating System for High-Speed Visual Object Recognition and Tracking.
IEEE Trans. Neural Networks, 2009

Computation with Spikes in a Winner-Take-All Network.
Neural Computation, 2009

Periodicity Detection and Localization using Spike Timing from the AER EAR.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2009), 2009

Input Evoked Nonlinearities in Silicon Dendritic Circuits.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2009), 2009

Implementation of a Time-warping AER Mapper.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2009), 2009

2008
Quantification of a Spike-Based Winner-Take-All VLSI Network.
IEEE Trans. on Circuits and Systems, 2008

Steering with an aVLSI motion detection chip.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008

Temporally learning floating-gate VLSI synapses.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008

2007
AER EAR: A Matched Silicon Cochlea Pair With Address Event Representation Interface.
IEEE Trans. on Circuits and Systems, 2007

A Spike-Based Saccadic Recognition System.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2007), 2007

Quantifying Input and Output Spike Statistics of a Winner-Take-All Network in a Vision System.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2007), 2007

Motion Detection Circuits for a Time-To-Travel Algorithm.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2007), 2007

AER Auditory Filtering and CPG for Robot Control.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2007), 2007

2006
Attentional Processing on a Spike-Based VLSI Neural Network.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

Programmable synaptic weights for an aVLSI network of spiking neurons.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

Feature competition in a spike-based winner-take-all VLSI network.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

Spike response properties of an AER EAR.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2006), 2006

2005
Range estimation on a robot using neuromorphic motion sensors.
Robotics and Autonomous Systems, 2005


Spiking Inputs to a Winner-take-all Network.
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

AER EAR: a matched silicon cochlea pair with address event representation interface.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005

Robot Guidance with Neuromorphic Motion Sensors.
Proceedings of the 2005 IEEE International Conference on Robotics and Automation, 2005

A Hardware/Software Framework for Real-Time Spiking Systems.
Proceedings of the Artificial Neural Networks: Biological Inspirations, 2005

2004
Temporal coding in a silicon network of integrate-and-fire neurons.
IEEE Trans. Neural Networks, 2004

Spike synchronization in a network of silicon integrate-and-fire neurons.
Proceedings of the 2004 International Symposium on Circuits and Systems, 2004

A winner-take-all spiking network with spiking inputs.
Proceedings of the 2004 11th IEEE International Conference on Electronics, 2004

2003
Modeling Short-Term Synaptic Depression in Silicon.
Neural Computation, 2003

Analog VLSI Circuits for Short-Term Dynamic Synapses.
EURASIP J. Adv. Sig. Proc., 2003

A wide-field direction-selective aVLSI spiking neuron.
Proceedings of the 2003 International Symposium on Circuits and Systems, 2003

A silicon retina with controllable winner-take-all properties.
Proceedings of the 2003 International Symposium on Circuits and Systems, 2003

2002
Silicon synaptic adaptation mechanisms for homeostasis and contrast gain control.
IEEE Trans. Neural Networks, 2002

Circuit Model of Short-Term Synaptic Dynamics.
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

Encoding the Temporal Statistics of Markovian Sequences of Stimuli in Recurrent Neuronal Networks.
Proceedings of the Artificial Neural Networks, 2002

2001
Orientation-selective aVLSI spiking neurons.
Neural Networks, 2001

Fly-like visuomotor responses of a robot using aVLSI motion-sensitive chips.
Biological Cybernetics, 2001

Orientation-Selective aVLSI Spiking Neurons.
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

2000
Homeostasis in a Silicon Integrate and Fire Neuron.
Proceedings of the Advances in Neural Information Processing Systems 13, 2000

1999
A Winner-Take-All Circuit with Controllable Soft Max Property.
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999

1997
Silicon Retina with Adaptive Filtering Properties.
Proceedings of the Advances in Neural Information Processing Systems 10, 1997

1995
Adaptive Retina with Center-Surround Receptive Field.
Proceedings of the Advances in Neural Information Processing Systems 8, 1995

1994
Continuous-Time Adaptive Delay System.
Proceedings of the 1994 IEEE International Symposium on Circuits and Systems, ISCAS 1994, London, England, UK, May 30, 1994

1992
Dynamic wires: An alanog VLSI model for object-based processing.
International Journal of Computer Vision, 1992

Object-Based Analog VLSI Vision Circuits.
Proceedings of the Advances in Neural Information Processing Systems 5, [NIPS Conference, Denver, Colorado, USA, November 30, 1992

1989
Generalized smoothing networks in early vision.
Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1989


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