Object Detection at 1840 FPS with TorchScript, TensorRT and DeepStream
October 17, 2020
SSD300,
Pytorch,
Object Detection,
Optimization,
DeepStream,
TorchScript,
TensorRT,
ONNX,
NVTX,
Nsight Systems
In this article we take performance of the SSD300 model even further, leaving Python behind and moving towards true production deployment technologies: TorchScript, TensorRT and DeepStream. We also identify and understand several limitations in Nvidia’s DeepStream framework, and then remove them by modifying how the nvinfer element works.