Recently, I found a very useful library that can utilize TensorRT to massively accelerate DNN (Deep Neural Network) application — the Jetson-Inference Library developed by Nvidia. The Jetson-Inference repo uses NVIDIA TensorRT for efficiently deploying neural networks onto the embedded Jetson platform, improving performance and power efficiency using graph optimizations, kernel fusion, and FP16/INT8 precision. […]
Object Detection
Run YOLOv3 Object Detection On Your Edge Device
YOLOv3 is a popular DNN (Deep Neural Network) object detection algorithm, which is really fast and works also on not so powerful devices. The YOLO object detector is often cited as being one of the fastest deep learning-based object detectors, achieving a higher FPS rate than computationally expensive two-stage detectors (ex. Faster R-CNN) and some […]