Alert button
Picture for John D. Owens

John D. Owens

Alert button

The Sparsity Roofline: Understanding the Hardware Limits of Sparse Neural Networks

Sep 30, 2023
Cameron Shinn, Collin McCarthy, Saurav Muralidharan, Muhammad Osama, John D. Owens

Figure 1 for The Sparsity Roofline: Understanding the Hardware Limits of Sparse Neural Networks
Figure 2 for The Sparsity Roofline: Understanding the Hardware Limits of Sparse Neural Networks
Figure 3 for The Sparsity Roofline: Understanding the Hardware Limits of Sparse Neural Networks
Figure 4 for The Sparsity Roofline: Understanding the Hardware Limits of Sparse Neural Networks
Viaarxiv icon

Building a Performance Model for Deep Learning Recommendation Model Training on GPUs

Jan 19, 2022
Zhongyi Lin, Louis Feng, Ehsan K. Ardestani, Jaewon Lee, John Lundell, Changkyu Kim, Arun Kejariwal, John D. Owens

Figure 1 for Building a Performance Model for Deep Learning Recommendation Model Training on GPUs
Figure 2 for Building a Performance Model for Deep Learning Recommendation Model Training on GPUs
Figure 3 for Building a Performance Model for Deep Learning Recommendation Model Training on GPUs
Figure 4 for Building a Performance Model for Deep Learning Recommendation Model Training on GPUs
Viaarxiv icon

Energy-based Out-of-distribution Detection

Oct 13, 2020
Weitang Liu, Xiaoyun Wang, John D. Owens, Yixuan Li

Figure 1 for Energy-based Out-of-distribution Detection
Figure 2 for Energy-based Out-of-distribution Detection
Figure 3 for Energy-based Out-of-distribution Detection
Figure 4 for Energy-based Out-of-distribution Detection
Viaarxiv icon

Unsupervised Object Segmentation with Explicit Localization Module

Nov 21, 2019
Weitang Liu, Lifeng Wei, James Sharpnack, John D. Owens

Figure 1 for Unsupervised Object Segmentation with Explicit Localization Module
Figure 2 for Unsupervised Object Segmentation with Explicit Localization Module
Figure 3 for Unsupervised Object Segmentation with Explicit Localization Module
Figure 4 for Unsupervised Object Segmentation with Explicit Localization Module
Viaarxiv icon

Object Localization and Motion Transfer learning with Capsules

May 20, 2018
Weitang Liu, Emad Barsoum, John D. Owens

Figure 1 for Object Localization and Motion Transfer learning with Capsules
Figure 2 for Object Localization and Motion Transfer learning with Capsules
Figure 3 for Object Localization and Motion Transfer learning with Capsules
Figure 4 for Object Localization and Motion Transfer learning with Capsules
Viaarxiv icon