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On-device ML for Object and Activity Detection

成立时间：January 8, 2015

论文与出版物

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- 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, 第 1 卷: 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) | 作者：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
  
  作者：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 项目
- 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
  
  论文与出版物论文与出版物项目

- AMETHYST: Image Registration Engine for Multiframe Processing
  
  Shuayb Zarar, Richard Stoakley, Jie Liu, Matt Uyttendayle
  
  MSR-TR-2015-100 | November 2015
  
  作者：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, 第 1 卷: 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) | 作者：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
  
  作者：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 项目
- 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
  
  作者：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 项目
- Picking the Best Daisy
  
  Simon Winder, Gang Hua, Matthew Brown
  
  Computer Vision and Pattern Recognition | June 2009
  
  论文与出版物论文与出版物项目
- 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, 第 1 卷: 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) | 作者：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 项目
- 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, 第 1 卷: 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) | 作者：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 项目
- 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, 第 1 卷: 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) | 作者：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 项目
- 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
  
  作者：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, 第 1 卷: 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) | 作者：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 项目
- 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
  
  论文与出版物论文与出版物项目

人员

Matthai Philipose

Senior Principal Researcher

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Bodhi Priyantha

Researcher

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