no code implementations • 17 Nov 2018 • Paden Tomasello, Sammy Sidhu, Anting Shen, Matthew W. Moskewicz, Nobie Redmon, Gayatri Joshi, Romi Phadte, Paras Jain, Forrest Iandola
Recently, autonomous vehicles have created a demand for depth information, which is often obtained using hardware sensors such as Light detection and ranging (LIDAR).
no code implementations • 21 Nov 2016 • Matthew W. Moskewicz, Ali Jannesari, Kurt Keutzer
On Qualcomm GPUs, we show that our framework enables productive development of target-specific optimizations, and achieves reasonable absolute performance.
50 code implementations • 24 Feb 2016 • Forrest N. Iandola, Song Han, Matthew W. Moskewicz, Khalid Ashraf, William J. Dally, Kurt Keutzer
(2) Smaller DNNs require less bandwidth to export a new model from the cloud to an autonomous car.
Ranked #1 on Image Classification on ImageNet-P
no code implementations • CVPR 2016 • Forrest N. Iandola, Khalid Ashraf, Matthew W. Moskewicz, Kurt Keutzer
Therefore, the key consideration here is to reduce communication overhead wherever possible, while not degrading the accuracy of the DNN models that we train.
Ranked #845 on Image Classification on ImageNet