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 27 edge camera ml frameworks tracked. The highest-rated is Seeed-Studio/ModelAssistant at 40/100 with 425 stars.

Get all 27 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	Seeed-Studio/ModelAssistant Seeed SenseCraft Model Assistant is an open-source project focused on...	40	Emerging	425	Python
2	rakesh-i/ESP32-Autonomous-car Autonomous car using ESP32.	34	Emerging	71	Python
3	briand-hub/Esp32AI C++17 Neural Network (NN), Convolutional Neural Network (CNN) and Deep...	30	Emerging	23	C++
4	JarmouniA/TFLM_Inference_ESP32_PlatformIO Implementing a handwritten digits recognition application on the ESP32-CAM...	27	Experimental	6	C++
5	lambertinialessandro/HRI-RA-FinalProject Final project for the course of Human Robot Interaction and Reasoning Agents...	25	Experimental	5	Python
6	sebastiano123-c/DroneIno Arduino code for ESP32 based DIY quadcopter drones, providing autonomous...	25	Experimental	46	C
7	make2explore/M5Stack-AtomS3 Device Overview - Getting Started with M5Stack's AtomS3	25	Experimental	2	C
8	invpe/ESP32-Birdie My ESP32 is smarter than Yours: DIY AI Bird Detector on ESP32 (No Internet!)	25	Experimental	5	C++
9	make2explore/M5Stack-Cardputer Device overview and Getting Started with Cardputer	24	Experimental	7	—
10	Natali-ops/ESP32-CAM-EYES 👁️ Track light sources in real-time with the ESP32-CAM, rendering animated...	24	Experimental	2	C
11	Mali03/ESP32-CAM-ObjectDetection An ESP32-CAM based object detection project using Edge Impulse, featuring...	23	Experimental	5	C++
12	Mali03/ESP32-CAM-AnomalyDetection An ESP32-CAM based visual anomaly detection project using Edge Impulse,...	22	Experimental	4	C++
13	fazaio/ESP32-CAM-Machine-Learning Code samples Machine Learning Tensorflow.js img/video processing ESP32-CAM.	22	Experimental	20	C
14	hsccorp/sensorcollect An app to collect and log mobile sensor data for car trips	22	Experimental	1	TypeScript
15	devnithw/gesture-tinyml Embedded machine learning for gesture recognition using Arduino Nano 33 BLE...	18	Experimental	8	C
16	GPassos01/espCam_imageAnalysis Sistema de monitoramento fluvial inteligente usando ESP32-CAM para detecção...	18	Experimental	3	C
17	kanishkanms/ESP32_Mega_Session Code and files used for 5 day long session conducted using Custom ESP32...	18	Experimental	4	C++
18	ghchoi0427/FacemaskDetection 아두이노 esp32 cam module, tensorflow를 이용한 마스크 인식 시스템	15	Experimental	1	C++
19	AlverGant/esp-p4-cancer oice-based oral/laryngeal cancer detection using ESP32-P4 + ESP32-C6 with...	14	Experimental	—	C
20	maheshyadav216/DFRobot-ESP32-S3-AI-Camera Getting Started with DFRobot ESP32-S3 AI Camera	14	Experimental	3	C++
21	make2explore/M5StickCPlus-SmartWatch Simple smartwatch design using M5StickCPlus Development Board	13	Experimental	—	C
22	kimsniper/argus Face recognition and tracking system using ESP32-CAM and servo motors to...	13	Experimental	—	C
23	make2explore/M5StickCPlus2 Getting Started with M5StickCPlus2	13	Experimental	2	—
24	maheshyadav216/ANPR-using-DFRobot-ESP32S3-AI-Camera-Module ANPR-using-DFRobot-ESP32S3-AI-Camera-Module	12	Experimental	1	C++
25	CDFER/ESP32-On-Device-Training-Demo Demonstrate on-device training of a neural network using AIfES Library on an...	12	Experimental	3	C++
26	tvlad1234/pico-ml-camera TinyML using RP2040 and an OV7670 camera	10	Experimental	3	C
27	make2explore/SenseCraft-AI Overview of Seeed Studio's SenseCraft AI Tool	10	Experimental	1	C++

Comparisons in this category

ESP32-CAM-ObjectDetection and ESP32-CAM-AnomalyDetection (23 vs 22)