Edge Device ML Deployment ML Frameworks
Optimized ML model implementations and inference frameworks for resource-constrained edge devices like Jetson Nano, Raspberry Pi, and embedded systems using lightweight runtimes (ncnn, TensorRT). Does NOT include general ML frameworks, cloud deployment, model training, or setup guides without actual inference implementations.
There are 44 edge device ml deployment frameworks tracked. 1 score above 50 (established tier). The highest-rated is Qengineering/Jetson-Nano-Ubuntu-20-image at 51/100 with 926 stars.
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| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
Qengineering/Jetson-Nano-Ubuntu-20-image
Jetson Nano with Ubuntu 20.04 image |
|
Established |
| 2 |
piyoki/jetson-packages-family
The ultimate software installation guide for Nvidia Jetson Nano/Xavier Dev Kit |
|
Emerging |
| 3 |
Qengineering/Jetson-Nano-image
Jetson Nano image with deep learning frameworks |
|
Emerging |
| 4 |
rbonghi/jetson_easy
🔩 Automatically script to setup and configure your NVIDIA Jetson [Nano,... |
|
Emerging |
| 5 |
Baiyuetribe/ncnn-models
awesome AI models with NCNN, and how they were converted ✨✨✨ |
|
Emerging |
| 6 |
Qengineering/RPi-image
Raspberry Pi 4 Buster 64-bit OS with deep learning examples |
|
Emerging |
| 7 |
Qengineering/realsr-ncnn-Jetson-Nano
Award winning RealSR super resolution with ncnn on Jetson Nano |
|
Emerging |
| 8 |
Qengineering/YoloV5-ncnn-Jetson-Nano
YoloV5 for Jetson Nano |
|
Emerging |
| 9 |
Qengineering/YoloV7-ncnn-Jetson-Nano
YoloV7 for a Jetson Nano using ncnn. |
|
Emerging |
| 10 |
Qengineering/RPi-Bullseye-DNN-image
Raspberry Pi 4 Bullseye 64-bit OS with deep learning examples |
|
Emerging |
| 11 |
Qengineering/NanoDet-ncnn-Jetson-Nano
NanoDet for Jetson Nano |
|
Emerging |
| 12 |
Qengineering/YoloX-ncnn-Jetson-Nano
YoloX for a Jetson Nano using ncnn. |
|
Emerging |
| 13 |
Qengineering/Real-ESRGAN-ncnn-Raspberry-Pi-4
ESRGAN super resolution with ncnn on Raspberry Pi |
|
Emerging |
| 14 |
Qengineering/NanoDetPlus-ncnn-Raspberry-Pi-4
NanoDet Plus for a bare Raspberry Pi 4 |
|
Emerging |
| 15 |
Qengineering/TensorFlow_Lite_Face_Mask_Jetson-Nano
Face mask detection on a Jetson Nano |
|
Emerging |
| 16 |
Qengineering/YoloX-NPU
YoloX NPU for the RK3566/68/88 |
|
Emerging |
| 17 |
Qengineering/LFFD-MNN-Raspberry-Pi-4
Face detection with MNN for Raspberry Pi 4 |
|
Emerging |
| 18 |
Qengineering/YoloV6-ncnn-Jetson-Nano
YoloV6 for a Jetson Nano using ncnn. |
|
Emerging |
| 19 |
Qengineering/Hand-Pose-ncnn-Raspberry-Pi-4
Fast hand pose estimation on a bare Raspberry Pi 4 at 7 FPS |
|
Emerging |
| 20 |
Qengineering/LFFD-MNN-Jetson-Nano
Face detection with MNN on a Jetson Nano |
|
Emerging |
| 21 |
Qengineering/LFFD-ncnn-Jetson-Nano
LFFD face detection with ncnn for Jetson Nano |
|
Emerging |
| 22 |
In2infinity/dragon-npu
🐉 Revolutionary NPU framework for Linux | 24,988 FPS face recognition | AMD... |
|
Emerging |
| 23 |
Qengineering/PP-PicoDet-ncnn-Raspberry-Pi-4
PP-PicoDet for Raspberry Pi 4 |
|
Emerging |
| 24 |
Qengineering/PP-PicoDet-ncnn-Jeston-Nano
PP-PicoDet for Jetson Nano |
|
Emerging |
| 25 |
Qengineering/YoloFastest-ncnn-Jetson-Nano
YoloFastestV2 for a Jetson Nano |
|
Experimental |
| 26 |
Qengineering/YoloX-ncnn-Raspberry-Pi-4
YoloX for a bare Raspberry Pi 4 using ncnn. |
|
Experimental |
| 27 |
Qengineering/NanoDet-ncnn-Raspberry-Pi-4
NanoDet for a bare Raspberry Pi 4 |
|
Experimental |
| 28 |
Corning-AI/embedded-linux
11ms NPU object detection on i.MX 8M Plus | MIPI camera → TFLite INT8 → HDMI... |
|
Experimental |
| 29 |
Qengineering/Traffic-Counter-Rock5C
A fully functional traffic counter on a bare RK3588 with MQTT and remote live viewer |
|
Experimental |
| 30 |
jetson-nano-wheels/jetson-nano-wheels
Unofficial wheels for some machine-learning Python libraries, for the Nvidia... |
|
Experimental |
| 31 |
Qengineering/YoloV4-ncnn-Jetson-Nano
YoloV4 for Jetson Nano |
|
Experimental |
| 32 |
Qengineering/ncnn-Colorization_Raspberry-Pi-4
Colorization with ncnn on a bare Raspberry Pi |
|
Experimental |
| 33 |
aeonSolutions/AeonLabs-Jetson-Nano
This is home for a new open hardware catalogue , one that uses NVidia's... |
|
Experimental |
| 34 |
Qengineering/NanoDetPlus-ncnn-Jetson-Nano
NanoDet Plus for Jetson Nano |
|
Experimental |
| 35 |
webnizam/home-automator
Jetson Nano Home Automator with Homebridge |
|
Experimental |
| 36 |
terry-ess/JetsonOrin
Jetson AGX Orin Developer Kit |
|
Experimental |
| 37 |
Qengineering/PPYoloE-NPU
PP YoloE NPU for the RK3566/68/88 |
|
Experimental |
| 38 |
dataplayer12/cooknet
Automated cooking with Jetson nano |
|
Experimental |
| 39 |
Qengineering/LFFD-ncnn-Raspberry-Pi-4
LFFD face detection with ncnn for Raspberry Pi 4 |
|
Experimental |
| 40 |
risb21/pico-shape-detection
Running a shape detection machine learning model using accelerometer data on... |
|
Experimental |
| 41 |
Qengineering/CenterFace-ncnn-Jetson-Nano
CenterFace face detection with ncnn for Raspberry Pi 4 |
|
Experimental |
| 42 |
Qengineering/CenterFace-ncnn-Raspberry-Pi-4
CenterFace face detection with ncnn for Raspberry Pi 4 |
|
Experimental |
| 43 |
Choaib-ELMADI/getting-started-with-jetson-orin-nano
A beginner-friendly guide to setting up and working with the Jetson Orin... |
|
Experimental |
| 44 |
big-yellow-duck/Automated-Fire-Extinguisher-Robot-powered-by-Jetson-Nano-2GB
Automated Fire Extinguishing robot powered by the Jetson Nano 2GB |
|
Experimental |