Real-Time Object Detection ML Frameworks

Projects implementing live video stream object detection using OpenCV and pre-trained models (SSD, Haar Cascade, MobileNet). Does NOT include motion detection, tracking-only systems, or static image classification without real-time video processing.

There are 25 real-time object detection frameworks tracked. 1 score above 50 (established tier). The highest-rated is huggingface/knockknock at 54/100 with 2,827 stars.

Get all 25 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	huggingface/knockknock 🚪✊Knock Knock: Get notified when your training ends with only two additional...	54	Established	2,827	Python
2	HichTala/draw2-plugin DRAW 2 Plugin for OBS, to integrate Yu-Gi-Oh! cards detector into your live...	37	Emerging	8	CMake
3	bensonruan/Color-Tracking Color Tracking with tracking.js	37	Emerging	10	JavaScript
4	collabnix/pico Object Detection and Analysis Made easy using Raspberry Pi, Apache Kafka,...	37	Emerging	89	Jupyter Notebook
5	YaelBenShalom/Objects-Recognition-and-Classification Objects recognition and classification using machine learning, computer...	36	Emerging	14	Python
6	AritroSaha10/BlindSpotDetection A camera-based solution for checking a blind spot programmatically using...	35	Emerging	16	Jupyter Notebook
7	robodhhb/Smart-Modelrailway-Cam Monitoring of track sections with object-detection on the Raspberry Pi 4B	35	Emerging	8	Jupyter Notebook
8	chinmaykumar06/face-detection-yolov3-keras Deep learning-based Face detection using the YOLOv3 algorithm implemented in Keras.	34	Emerging	7	Jupyter Notebook
9	ragultv/ANIMAL-DETECTION This Python-based code that utilizes OpenCV's DNN module with MobileNetSSD...	30	Emerging	6	Python
10	jiteshsaini/model_garden Performance testing of 24 Machine Learning models on Raspberry Pi using...	30	Emerging	22	Python
11	TeogopK/Playing-Cards-Object-Detection Project about developing a model that can detect multiple cards and identify...	30	Emerging	21	Python
12	Shankar2442/MovingObjectDetection Moving Object Detection with python using openCV	28	Experimental	12	Python
13	DAVIDNYARKO123/edge-tpu-silva Streamlining the process for seamless execution of PyCoral in running...	24	Experimental	30	Python
14	harshgupta1810/Intelligent_video_surveillance Keep a watchful eye on your domain with deep learning, fortifying video...	23	Experimental	3	Jupyter Notebook
15	drisskhattabi6/Obstacle-Detection-with-Alert-System-for-Visually-Impaired This Repo contains a Deep Learning project, 'Obstacle Detection with Alert...	23	Experimental	4	Jupyter Notebook
16	InnovisionariesTeam/Innovisionaries_MedicineDetection Penggunaan Computer Vision, khususnya Object Detection, terutama untuk...	22	Experimental	2	Python
17	mustafaozvardar/Object-Detection-OpenCV This project implements a real-time object detection system using OpenCV and...	17	Experimental	1	Python
18	Nileshsan/Object-Detection-in-an-Image A model for Object Detection in Images. Focusing on accurately detecting...	17	Experimental	1	—
19	bistcuite/Pipes-Detection Simple program to detect pipes	17	Experimental	1	Python
20	ErickKS/next-onnx How to integrate the YOLOv8 ONNX model into your Next.js 13 application.	14	Experimental	20	TypeScript
21	Jacopo00811/VideoClassification Project 4 for the course Introduction to Deep Learning in Computer Vision	11	Experimental	—	Jupyter Notebook
22	an90dr/python-object-detection Artificial Intelligence Python Project using OpenCV	11	Experimental	—	Python
23	siddhesh-desai/LadleVision Computer Vision based Ladle Tracking System	10	Experimental	2	EJS
24	Brandi-Kinard/opencv-motion-detection A Jupyter notebook demonstrating motion detection in videos using OpenCV...	10	Experimental	2	Jupyter Notebook
25	Monkhsukh/ai_pipert Real-time object detection from video using AI	10	Experimental	2	C++