Edge Camera ML ML Frameworks

Projects implementing machine learning inference on embedded camera devices (ESP32-CAM, microcontrollers, edge devices) for real-time computer vision tasks. Does NOT include general ML frameworks, cloud-based vision APIs, or non-camera embedded ML applications.

There are 22 edge camera ml frameworks tracked. The highest-rated is Seeed-Studio/ModelAssistant at 47/100 with 425 stars.

Get all 22 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=edge-camera-ml&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	Seeed-Studio/ModelAssistant Seeed SenseCraft Model Assistant is an open-source project focused on...	47	Emerging	425	Python
2	rakesh-i/ESP32-Autonomous-car Autonomous car using ESP32.	41	Emerging	71	Python
3	briand-hub/Esp32AI C++17 Neural Network (NN), Convolutional Neural Network (CNN) and Deep...	37	Emerging	23	C++
4	JarmouniA/TFLM_Inference_ESP32_PlatformIO Implementing a handwritten digits recognition application on the ESP32-CAM...	34	Emerging	6	C++
5	invpe/ESP32-Birdie My ESP32 is smarter than Yours: DIY AI Bird Detector on ESP32 (No Internet!)	32	Emerging	5	C++
6	sebastiano123-c/DroneIno Arduino code for ESP32 based DIY quadcopter drones, providing autonomous...	32	Emerging	46	C
7	make2explore/M5Stack-AtomS3 Device Overview - Getting Started with M5Stack's AtomS3	31	Emerging	2	C
8	make2explore/M5Stack-Cardputer Device overview and Getting Started with Cardputer	30	Emerging	7	—
9	fazaio/ESP32-CAM-Machine-Learning Code samples Machine Learning Tensorflow.js img/video processing ESP32-CAM.	29	Experimental	20	C
10	hsccorp/sensorcollect An app to collect and log mobile sensor data for car trips	29	Experimental	1	TypeScript
11	devnithw/gesture-tinyml Embedded machine learning for gesture recognition using Arduino Nano 33 BLE...	25	Experimental	8	C
12	kanishkanms/ESP32_Mega_Session Code and files used for 5 day long session conducted using Custom ESP32...	25	Experimental	4	C++
13	GPassos01/espCam_imageAnalysis Sistema de monitoramento fluvial inteligente usando ESP32-CAM para detecção...	24	Experimental	3	C
14	maheshyadav216/DFRobot-ESP32-S3-AI-Camera Getting Started with DFRobot ESP32-S3 AI Camera	20	Experimental	3	C++
15	CDFER/ESP32-On-Device-Training-Demo Demonstrate on-device training of a neural network using AIfES Library on an...	19	Experimental	3	C++
16	make2explore/M5StickCPlus2 Getting Started with M5StickCPlus2	19	Experimental	2	—
17	maheshyadav216/ANPR-using-DFRobot-ESP32S3-AI-Camera-Module ANPR-using-DFRobot-ESP32S3-AI-Camera-Module	18	Experimental	1	C++
18	make2explore/M5StickCPlus-SmartWatch Simple smartwatch design using M5StickCPlus Development Board	15	Experimental	—	C
19	tvlad1234/pico-ml-camera TinyML using RP2040 and an OV7670 camera	14	Experimental	3	C
20	AlverGant/esp-p4-cancer oice-based oral/laryngeal cancer detection using ESP32-P4 + ESP32-C6 with...	14	Experimental	—	C
21	make2explore/SenseCraft-AI Overview of Seeed Studio's SenseCraft AI Tool	12	Experimental	1	C++
22	pav2000/esp32cam_AI Test EdgeImpulse on esp32cam	10	Experimental	2	C