Alert button
Picture for Vivienne Sze

Vivienne Sze

Alert button

FSMI: Fast computation of Shannon Mutual Information for information-theoretic mapping

May 06, 2019
Zhengdong Zhang, Trevor Henderson, Sertac Karaman, Vivienne Sze

Figure 1 for FSMI: Fast computation of Shannon Mutual Information for information-theoretic mapping
Figure 2 for FSMI: Fast computation of Shannon Mutual Information for information-theoretic mapping
Figure 3 for FSMI: Fast computation of Shannon Mutual Information for information-theoretic mapping
Figure 4 for FSMI: Fast computation of Shannon Mutual Information for information-theoretic mapping
Viaarxiv icon

SysML: The New Frontier of Machine Learning Systems

May 01, 2019
Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Jennifer Chayes, Eric Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros Dimakis, Pradeep Dubey, Charles Elkan, Grigori Fursin, Gregory R. Ganger, Lise Getoor, Phillip B. Gibbons, Garth A. Gibson, Joseph E. Gonzalez, Justin Gottschlich, Song Han, Kim Hazelwood, Furong Huang, Martin Jaggi, Kevin Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konečný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Aparna Lakshmiratan, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Murray, Kunle Olukotun, Dimitris Papailiopoulos, Gennady Pekhimenko, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher Ré, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric Xing, Matei Zaharia, Ce Zhang, Ameet Talwalkar

Viaarxiv icon

DeeperLab: Single-Shot Image Parser

Mar 12, 2019
Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu, Jyh-Jing Hwang, Ting Liu, Xiao Zhang, Vivienne Sze, George Papandreou, Liang-Chieh Chen

Figure 1 for DeeperLab: Single-Shot Image Parser
Figure 2 for DeeperLab: Single-Shot Image Parser
Figure 3 for DeeperLab: Single-Shot Image Parser
Figure 4 for DeeperLab: Single-Shot Image Parser
Viaarxiv icon

FastDepth: Fast Monocular Depth Estimation on Embedded Systems

Mar 08, 2019
Diana Wofk, Fangchang Ma, Tien-Ju Yang, Sertac Karaman, Vivienne Sze

Figure 1 for FastDepth: Fast Monocular Depth Estimation on Embedded Systems
Figure 2 for FastDepth: Fast Monocular Depth Estimation on Embedded Systems
Figure 3 for FastDepth: Fast Monocular Depth Estimation on Embedded Systems
Figure 4 for FastDepth: Fast Monocular Depth Estimation on Embedded Systems
Viaarxiv icon

NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications

Sep 28, 2018
Tien-Ju Yang, Andrew Howard, Bo Chen, Xiao Zhang, Alec Go, Mark Sandler, Vivienne Sze, Hartwig Adam

Figure 1 for NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
Figure 2 for NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
Figure 3 for NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
Figure 4 for NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications
Viaarxiv icon

Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones

Sep 15, 2018
Amr Suleiman, Zhengdong Zhang, Luca Carlone, Sertac Karaman, Vivienne Sze

Figure 1 for Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones
Figure 2 for Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones
Figure 3 for Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones
Figure 4 for Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones
Viaarxiv icon

Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks

Jul 10, 2018
Yu-Hsin Chen, Joel Emer, Vivienne Sze

Figure 1 for Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks
Figure 2 for Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks
Figure 3 for Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks
Figure 4 for Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks
Viaarxiv icon

Hardware for Machine Learning: Challenges and Opportunities

Oct 17, 2017
Vivienne Sze, Yu-Hsin Chen, Joel Emer, Amr Suleiman, Zhengdong Zhang

Figure 1 for Hardware for Machine Learning: Challenges and Opportunities
Figure 2 for Hardware for Machine Learning: Challenges and Opportunities
Figure 3 for Hardware for Machine Learning: Challenges and Opportunities
Figure 4 for Hardware for Machine Learning: Challenges and Opportunities
Viaarxiv icon