Face Recognition API on the Jetson

When it comes to Face Recognition there are many options to choose from. While most of them are cloud-based, I decided to build a hardware-based face recognition system that does not need an internet connection which makes it particularly attractive for robotics, embedded systems, and automotive applications. The project is ...
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/ / Edge AI, IoT, Jetson

TensorRT Object Detection (DetectNet + OpenCV)

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, ...
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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 ...
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/ / Edge AI, Jetson, Object Detection

Archiconda 3 — The Best Environment Manager for ARM64 Edge Computer

Archiconda3 is a distribution of conda for 64 bit ARM. Anaconda is a free and open-source distribution of the Python and R programming languages for scientific computing (data science, machine learning applications, large-scale data processing, predictive analytics, etc.), that aims to simplify package management and deployment. Like Virtualenv, Anaconda also ...
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/ / Edge AI, Softwares

PWM Fan Control on the Jetson

I have used the Jetson AGX Xavier Devkit for a few weeks and noticed that when the clock on the jetson is at MAX 0, the PWM fan will run at its maximum speed, and it might produce some annoying noise. To decrease the RPM (Rotations per minutes) of the ...
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/ / Edge AI, Jetson

10-line Python Code for Object Detection with detectNet

For those of you who already tried out the Jetson-Inference provided by Nvidia. You might also want to try out my 10-line Python Code for real-time Object Detection with detectNet Engine. I hope you would enjoy it xD! If you have not tested out the jetson-inference, you may find the ...
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/ / Edge AI, Jetson