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 35 real-time object detection frameworks tracked. 1 score above 50 (established tier). The highest-rated is huggingface/knockknock at 64/100 with 2,827 stars and 30,731 monthly downloads.

Get all 35 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	huggingface/knockknock 🚪✊Knock Knock: Get notified when your training ends with only two additional...	64	Established	2,827	Python
2	collabnix/pico Object Detection and Analysis Made easy using Raspberry Pi, Apache Kafka,...	37	Emerging	89	Jupyter Notebook
3	HichTala/draw2-plugin DRAW 2 Plugin for OBS, to integrate Yu-Gi-Oh! cards detector into your live...	34	Emerging	8	CMake
4	bensonruan/Color-Tracking Color Tracking with tracking.js	30	Emerging	10	JavaScript
5	YaelBenShalom/Objects-Recognition-and-Classification Objects recognition and classification using machine learning, computer...	29	Experimental	14	Python
6	AritroSaha10/BlindSpotDetection A camera-based solution for checking a blind spot programmatically using...	28	Experimental	16	Jupyter Notebook
7	robodhhb/Smart-Modelrailway-Cam Monitoring of track sections with object-detection on the Raspberry Pi 4B	28	Experimental	8	Jupyter Notebook
8	chinmaykumar06/face-detection-yolov3-keras Deep learning-based Face detection using the YOLOv3 algorithm implemented in Keras.	27	Experimental	7	Jupyter Notebook
9	s59mz/eagle-eye-ai Eagle-Eye-AI is a project designed for the Kria KR260 board that enables...	26	Experimental	2	Tcl
10	DAVIDNYARKO123/edge-tpu-silva Streamlining the process for seamless execution of PyCoral in running...	24	Experimental	30	Python
11	TeogopK/Playing-Cards-Object-Detection Project about developing a model that can detect multiple cards and identify...	23	Experimental	21	Python
12	jiteshsaini/model_garden Performance testing of 24 Machine Learning models on Raspberry Pi using...	23	Experimental	22	Python
13	ragultv/ANIMAL-DETECTION This Python-based code that utilizes OpenCV's DNN module with MobileNetSSD...	23	Experimental	6	Python
14	nolancacheux/AI-Product-Photo-Detector Production-grade MLOps pipeline for AI-generated product image detection....	22	Experimental	3	HTML
15	MukundaKatta/MotionKit Video motion detection toolkit — frame differencing, region detection,...	22	Experimental	—	Python
16	Shankar2442/MovingObjectDetection Moving Object Detection with python using openCV	21	Experimental	12	Python
17	mhenriqueof/cv-personal-object-recognizer Simple real-time few-shot object recognition system.	19	Experimental	—	Python
18	riyanshibariyaa/OptiVision-AI-Platform OptiVision AI Platform - Advanced Computer Vision Suite with Neural Network...	18	Experimental	2	HTML
19	juli1223/opencv-blob-tracking 🔍 Track and analyze moving objects in real-time using OpenCV's blob...	17	Experimental	3	Jupyter Notebook
20	drisskhattabi6/Obstacle-Detection-with-Alert-System-for-Visually-Impaired This Repo contains a Deep Learning project, 'Obstacle Detection with Alert...	16	Experimental	4	Jupyter Notebook
21	harshgupta1810/Intelligent_video_surveillance Keep a watchful eye on your domain with deep learning, fortifying video...	16	Experimental	3	Jupyter Notebook
22	Tanimhossain128/MULTI-COLOR-OBJECT-TRACKING-WITH-SOUND-ALERTS 🔴 Track multiple colors in real-time with sound alerts, using OpenCV for...	15	Experimental	1	Python
23	InnovisionariesTeam/Innovisionaries_MedicineDetection Penggunaan Computer Vision, khususnya Object Detection, terutama untuk...	15	Experimental	2	Python
24	VijayRodrigues/azure-ai-vision-object-detection-tracking Object detection and basic object tracking experiment using Azure AI Vision...	14	Experimental	—	—
25	Kongesque/locus 👁️ The Open Source Vision Analytics Engine. Designed to LOCATE and FOCUS on...	14	Experimental	4	TypeScript
26	nathnaelg/Color-Based-Ball-Tracking-With-OpenCV Create a program using Computer Vision to track the movement of the balls of...	14	Experimental	4	Jupyter Notebook
27	AlvaroVasquezAI/People_Detection People detection with a neural network (84.51% acc) to detect people in...	12	Experimental	1	Jupyter Notebook
28	maheshyadav216/Project-Embedded-Vision-AI-based-Zoo-Security-Guard Utilizing SEEED Studio Grove Vision AI V2 Module	12	Experimental	3	C++
29	achrafib1/Face-Sight Real-Time Face Detection: A fine-tuned YOLO model and Streamlit UI, offering...	11	Experimental	—	Python
30	arezkisaba/french-id-detection-inference This project consists of infering a Tensorflow model based on Yolo11 to...	11	Experimental	—	JavaScript
31	SahilBhatti09/color_detection-cv A beginner-friendly computer vision project that performs real-time...	11	Experimental	—	Jupyter Notebook
32	dosqas/realtime-entity-classifier Real-time video system for detecting and classifying people and pets, using...	11	Experimental	—	Jupyter Notebook
33	Nileshsan/Object-Detection-in-an-Image A model for Object Detection in Images. Focusing on accurately detecting...	10	Experimental	1	—
34	bistcuite/Pipes-Detection Simple program to detect pipes	10	Experimental	1	Python
35	mustafaozvardar/Object-Detection-OpenCV This project implements a real-time object detection system using OpenCV and...	10	Experimental	1	Python