On-device ML for Object and Activity Detection

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

AMETHYST: Image Registration Engine for Multiframe Processing

Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle

MSR-TR-2015-100 | November 2015

Published by Microsoft

Publication

An Ultra-low Power, “Always-on” Camera Front-end for Posture Detection in Body Worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Symposium on Low Power Electronic Design (ISLPED) | June 2015

Publication Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

Picking the Best Daisy

Simon Winder, Gang Hua, Matthew Brown

Computer Vision and Pattern Recognition | June 2009

Publication Publication Project

AMETHYST: Image Registration Engine for Multiframe Processing

Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle

MSR-TR-2015-100 | November 2015

Published by Microsoft

Publication

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

AMETHYST: Image Registration Engine for Multiframe Processing

Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle

MSR-TR-2015-100 | November 2015

Published by Microsoft

Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

AMETHYST: Image Registration Engine for Multiframe Processing

Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle

MSR-TR-2015-100 | November 2015

Published by Microsoft

Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Picking the Best Daisy

Simon Winder, Gang Hua, Matthew Brown

Computer Vision and Pattern Recognition | June 2009

Publication Publication Project

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

An Ultra-low Power, “Always-on” Camera Front-end for Posture Detection in Body Worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Symposium on Low Power Electronic Design (ISLPED) | June 2015

Publication Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

An Ultra-low Power, “Always-on” Camera Front-end for Posture Detection in Body Worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Symposium on Low Power Electronic Design (ISLPED) | June 2015

Publication Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

AMETHYST: Image Registration Engine for Multiframe Processing

Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle

MSR-TR-2015-100 | November 2015

Published by Microsoft

Publication

An Ultra-low Power Always-on Camera Front-end for Posture Detection in Body-worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Trans. Multi-Scale Computing Systems (TMSCS) | January 2016, Vol 1: pp. 187-194

Publication Publication Publication

Exploiting On-device Image Classification for Energy-efficiency In Ambient-aware Systems

Shuayb Zarar, Swagath Venkataramani, Xian-Sheng Hua, Jie Liu, Jin Li

Springer Mobile Cloud Visual Media Computing (MCVMC) | Published by Springer | 2015 | Springer Mobile Cloud Visual Media Computing (MCVMC) edition

Publication Publication Publication

An Ultra-low Power, “Always-on” Camera Front-end for Posture Detection in Body Worn Cameras Using Restricted Boltzman Machines

Soham Desai, Shuayb Zarar, Arijit Raychowdhury

IEEE Symposium on Low Power Electronic Design (ISLPED) | June 2015

Publication Publication

Scalable-effort Classifiers for Energy-efficient Machine Learning

Swagath Venkataramani, Anand Raghunathan, Jie Liu, Shuayb Zarar

IEEE/ACM Design Automation Conference (DAC) | June 2015

Publication Publication

SAPPHIRE: An Always-on Context-aware Computer Vision System for Portable Devices

Swagath Venkataramani, Victor Bahl, Xian-Sheng Hua, Jie Liu, Jin Li, Bodhi Priyantha, Matthai Philipose, Shuayb Zarar

IEEE/ACM Conf. Design Automation and Test in Europe (DATE) | March 2015

Publication Publication Project

Energy Scaling in Multi-tiered Sensing Systems Through Compressive Sensing

Shuayb Zarar, Jie Liu, Matthai Philipose

IEEE Custom Integrated Circuits Conference (CICC) | September 2014

Best paper award nomination

Publication Publication Publication

Picking the Best Daisy

Simon Winder, Gang Hua, Matthew Brown

Computer Vision and Pattern Recognition | June 2009

Publication Publication Project