Deploy YOLOv2 to an NVIDIA Jetson
In this video, Connell D’Souza joins Neha Goel to demonstrate how to deploy a deep neural network to an NVIDIA® embedded GPU using GPU Coder™ and the GPU Coder support package for NVIDIA GPUs. The example discussed in this video is deploying a multiclass YOLOv2 neural network to an NVIDIA Jetson® TX1.
Connell first introduces the different MathWorks and third-party prerequisite libraries needed to generate and deploy CUDA code to an NVIDIA GPU and demonstrates how to verify the setup using the coder.checkGpuInstall app.
Next, Connell will discuss preparing MATLAB code for GPU code generation. He demonstrate how to generate and deploy an executable to an NVIDIA Jetson TX1 to sample video frames from a camera connected to the Jetson and detect objects of interest in the video frames.
Resources:
- Deep Learning with MATLAB: https://bit.ly/37APNSf - GPU Coder: https://bit.ly/36zUTg6 - Code Generation Training: https://bit.ly/2UdlugP - Download the files used in this video: https://bit.ly/2U4pb8e - Contact the MathWorks student competitions team: roboticsarena@mathworks.com - Visit the MATLAB and Simulink Robotics Arena for additional videos: https://bit.ly/2U4vubN - Request software for your student competition: https://bit.ly/2RxWrmU
Connell first introduces the different MathWorks and third-party prerequisite libraries needed to generate and deploy CUDA code to an NVIDIA GPU and demonstrates how to verify the setup using the coder.checkGpuInstall app.
Next, Connell will discuss preparing MATLAB code for GPU code generation. He demonstrate how to generate and deploy an executable to an NVIDIA Jetson TX1 to sample video frames from a camera connected to the Jetson and detect objects of interest in the video frames.
Resources:
- Deep Learning with MATLAB: https://bit.ly/37APNSf - GPU Coder: https://bit.ly/36zUTg6 - Code Generation Training: https://bit.ly/2UdlugP - Download the files used in this video: https://bit.ly/2U4pb8e - Contact the MathWorks student competitions team: roboticsarena@mathworks.com - Visit the MATLAB and Simulink Robotics Arena for additional videos: https://bit.ly/2U4vubN - Request software for your student competition: https://bit.ly/2RxWrmU
No comments