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Top 23 Jetson Open-Source Projects
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jetson-inference
Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
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FastDeploy
⚡️An Easy-to-use and Fast Deep Learning Model Deployment Toolkit for ☁️Cloud 📱Mobile and 📹Edge. Including Image, Video, Text and Audio 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization, multi-platform and multi-framework support.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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jetson_stats
📊 Simple package for monitoring and control your NVIDIA Jetson [Orin, Xavier, Nano, TX] series
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yolo-tensorrt
TensorRT8.Support Yolov5n,s,m,l,x .darknet -> tensorrt. Yolov4 Yolov3 use raw darknet *.weights and *.cfg fils. If the wrapper is useful to you,please Star it.
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inference
A fast, easy-to-use, production-ready inference server for computer vision supporting deployment of many popular model architectures and fine-tuned models. (by roboflow)
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jetson-voice
ASR/NLP/TTS deep learning inference library for NVIDIA Jetson using PyTorch and TensorRT
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isaac_ros_common
Common utilities, packages, scripts, Dockerfiles, and testing infrastructure for Isaac ROS packages.
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raspberry_ninja
Publish or capture VDO.Ninja streams with Python (Raspberry Pi, Linux, Mac, Windows WSL)
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panther
🐆 Panther is an Open Robotic AGV platform ROS based for Outdoor and Indoor enviroments. (by rpanther)
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ROSMASTER-R2
ROSMASTER R2 ROS Robot with Ackermann structure for Jetson NANO 4GB/Orin NX/Orin NANO/RaspberryPi 4B
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https://github.com/dusty-nv/jetson-containers This one might be helpful
Yeah, inference[1] is our open source package for running locally (either directly in Python or via a Docker container). It works with all the models on Universe, models you train yourself (assuming we support the architecture; we have a bunch of notebooks available[2]), or train in our platform, plus several more general foundation models[3] (for things like embeddings, zero-shot detection, question answering, OCR, etc).
We also have a hosted API[4] you can hit for most models we support (except some of the large vision models that are really GPU-heavy) if you prefer.
[1] https://github.com/roboflow/inference
[2] https://github.com/roboflow/notebooks
[3] https://inference.roboflow.com/foundation/about/
[4] https://docs.roboflow.com/deploy/hosted-api
Can anyone explain how the OpenKai framework works? Or maybe point me in the right direction? Their GitHub: https://github.com/yankailab/OpenKAI only states a brief introduction of the algorithm. And I unfortunately could not find anything on the web.
I've had some trouble running them on a regular Jetson nano. Specifically https://github.com/dusty-nv/jetson-voice. Has anyone tried them with Orin Nano?
Project mention: Figuring out the capabilities of Rockchip CPUs - RK3566 vs the much older RK3399 | /r/linuxhardware | 2023-09-15Edit: for extra confusion, I've now found this other benchmark that has a different idea and says RK3566 devices have slightly better performance than RK3399 ones in CPU-heavy computation (relevant, since I've no use for the GPU under Linux).
Jetson related posts
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Testing YOLO on Orange Pi 5
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RaspberryNinja on the orange pi 5 plus 16GB
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Install ros 2 humble on jetson orin
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please help me to make a customized device which can connect to camera HDMI output and stream the live video to the cloud based app via 4G/5G.
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Setting up Object Detection Inference Server with Jetson Nano
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Could it work for a small town live show?
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Should I use Docker ROS2?
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Index
What are some of the best open-source Jetson projects? This list will help you:
Project | Stars | |
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1 | jetson-inference | 7,349 |
2 | FastDeploy | 2,715 |
3 | TensorRT | 2,343 |
4 | jetson_stats | 2,028 |
5 | tensorrt_demos | 1,720 |
6 | jetson-containers | 1,680 |
7 | yolo-tensorrt | 1,166 |
8 | FastMOT | 1,095 |
9 | inference | 1,031 |
10 | redtail | 988 |
11 | trt_pose | 921 |
12 | JetsonGPIO | 255 |
13 | OpenKAI | 221 |
14 | jetson-voice | 166 |
15 | ncnn-small-board | 149 |
16 | isaac_ros_common | 147 |
17 | raspberry_ninja | 126 |
18 | panther | 95 |
19 | isaac_ros_apriltag | 87 |
20 | Deepstream | 84 |
21 | jetson | 83 |
22 | isaac_ros_dnn_stereo_depth | 63 |
23 | ROSMASTER-R2 | 25 |
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