YOLO Object Detection ML Frameworks

Implementations and applications of YOLO (You Only Look Once) neural networks for real-time object detection across images and video streams. Does NOT include general computer vision frameworks, non-YOLO detection models, or object detection without YOLO specifically.

There are 170 yolo object detection frameworks tracked. 2 score above 70 (verified tier). The highest-rated is ultralytics/yolov3 at 71/100 with 10,563 stars. 3 of the top 10 are actively maintained.

Get all 170 projects as JSON

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# Framework Score Tier
1 ultralytics/yolov3

YOLOv3 in PyTorch > ONNX > CoreML > TFLite

71
Verified
2 ultralytics/yolov5

YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

71
Verified
3 mindspore-lab/mindyolo

A toolbox of yolo models and algorithms based on MindSpore

60
Established
4 ultralytics/assets

Ultralytics assets

54
Established
5 Cartucho/mAP

mean Average Precision - This code evaluates the performance of your neural...

51
Established
6 YunYang1994/tensorflow-yolov3

🔥 TensorFlow Code for technical report: "YOLOv3: An Incremental Improvement"

51
Established
7 shouxieai/tensorRT_Pro

C++ library based on tensorrt integration

51
Established
8 stephanecharette/DarkHelp

C++ wrapper library for Darknet

47
Emerging
9 philipperemy/yolo-9000

YOLO9000: Better, Faster, Stronger - Real-Time Object Detection. 9000 classes!

44
Emerging
10 AntonMu/TrainYourOwnYOLO

Train a state-of-the-art yolov3 object detector from scratch!

44
Emerging
11 WongKinYiu/ScaledYOLOv4

Scaled-YOLOv4: Scaling Cross Stage Partial Network

44
Emerging
12 zzh8829/yolov3-tf2

YoloV3 Implemented in Tensorflow 2.0

44
Emerging
13 Tessellate-Imaging/Monk_Object_Detection

A one-stop repository for low-code easily-installable object detection pipelines.

44
Emerging
14 experiencor/keras-yolo3

Training and Detecting Objects with YOLO3

44
Emerging
15 mystic123/tensorflow-yolo-v3

Implementation of YOLO v3 object detector in Tensorflow (TF-Slim)

44
Emerging
16 BMW-InnovationLab/BMW-YOLOv4-Training-Automation

This repository allows you to get started with training a state-of-the-art...

44
Emerging
17 ruiminshen/yolo2-pytorch

PyTorch implementation of the YOLO (You Only Look Once) v2

43
Emerging
18 vietnh1009/Yolo-v2-pytorch

YOLO for object detection tasks

43
Emerging
19 thomas-yanxin/ColugoMum

🍰🍎ColugoMum: Intelligent Retail Settlement Platform can accurately locate...

42
Emerging
20 fcakyon/yolov5-pip

Packaged version of ultralytics/yolov5 + many extra features

42
Emerging
21 Neerajj9/Text-Detection-using-Yolo-Algorithm-in-keras-tensorflow

Implemented the YOLO algorithm for scene text detection in keras-tensorflow...

41
Emerging
22 shayanalibhatti/Retail-Store-Item-Detection-using-YOLOv5

In this repository, I present a retail store item detector using YOLOv5

40
Emerging
23 filrg/split_inference

Split inference for YOLO

40
Emerging
24 motokimura/yolo_v1_pytorch

PyTorch implementation of YOLO-v1 including training

40
Emerging
25 WangQvQ/YOLOMagic

YOLO Magic🪄 is an extension based on Ultralytics' YOLOv5, designed to...

39
Emerging
26 beenotung/yolo-helpers

Helper functions to use models converted from YOLO in browser and Node.js.

39
Emerging
27 Alro10/YOLO-darknet-on-Jetson-TX2

How to run YOLO on Jetson TX2

38
Emerging
28 ultralytics/template

Ultralytics Python Project Template

38
Emerging
29 Aa-23007/object-detection-software

Real-time object detection software built with PyTorch, NumPy, and OpenCV.

38
Emerging
30 ultralytics/hub

Ultralytics HUB tutorials and support

38
Emerging
31 ultralytics/.github

Ultralytics GitHub default .github repository.

37
Emerging
32 WangRongsheng/BestYOLO

🌟Change the world, it will become a better place. | 以科研和竞赛为导向的最好的YOLO实践框架!

37
Emerging
33 Yigtwxx/dl_xview_yolo

YOLOv8 implementation for remote sensing and satellite image analysis....

37
Emerging
34 amanharshx/YOLO-Ndjson-Zip

Convert NDJSON annotation exports to YOLO, COCO, Pascal VOC, and more -...

37
Emerging
35 explosion/lightnet

🌓 Bringing pjreddie's DarkNet out of the shadows #yolo

36
Emerging
36 theAIGuysCode/YOLOv4-Cloud-Tutorial

This repository walks you through how to Build and Run YOLOv4 Object...

36
Emerging
37 thepbordin/YOLOv5-Streamlit-Deployment

Streamlit YOLOv5 deployment template

36
Emerging
38 flowhl/YoloAnnotationEditor

Annotation Editor, YOLO Previewer and Dataset Management Tool designed for YOLO v11

35
Emerging
39 sitammeur/YoloSegment

Yolo and TensorFlow.js to segment or partition images according to their content.

35
Emerging
40 kadirnar/yolov5-strongsort

Minimal PyTorch implementation of YOLOv5 and StrongSort

35
Emerging
41 Oneflow-Inc/one-yolov5

A more efficient yolov5 with oneflow backend 🎉🎉🎉

35
Emerging
42 snuailab/waffle_hub

🧇Waffle Hub🧇 is Deep Learning 🛠️Open Source Framework Adapter. It provides...

34
Emerging
43 digitalbrain79/pyyolo

Simple python wrapper for YOLO.

34
Emerging
44 LSH9832/yolov8_trt

A quick TensorRT deoloyment solution for YOLOv8.

33
Emerging
45 theAIGuysCode/YOLOv3-Cloud-Tutorial

Everything you need in order to get YOLOv3 up and running in the cloud....

33
Emerging
46 Leaf48/YOLO-Models-For-Valorant

Valorant Models in Yolov5 and Yolov7

32
Emerging
47 jveitchmichaelis/edgetpu-yolo

Minimal-dependency Yolov5 and Yolov8 export and inference demonstration for...

32
Emerging
48 SkalskiP/yolov5js

Effortless YOLOv5 javascript deployment

32
Emerging
49 matlab-deep-learning/pretrained-salsanext

Semantic segmentation and transfer learning using pretrained SalsaNext model...

31
Emerging
50 srebroa/awesome-yolo

:rocket: :star: The list of the most popular YOLO algorithms - awesome YOLO

31
Emerging
51 emptysoal/TensorRT-v8-YOLOv5-v5.0

Based on TensorRT v8.2, build network for YOLOv5-v5.0 by myself, speed up...

31
Emerging
52 ydixon/yolo_v3

YoloV3 in Pytorch and Jupyter Notebook

31
Emerging
53 emptysoal/YOLOv5-TensorRT-lib-Python

The code of YOLOv5 inferencing with TensorRT C++ api is packaged into a...

31
Emerging
54 andre1araujo/YOLO-on-PYNQ-Z2

This repository contains all the necessary material to implement a YOLOv3...

30
Emerging
55 mdietrichstein/yolo-tiny-v1-mobile

Yolo for Android and iOS - Mobile Deep Learning Object Detection in Realtime...

30
Emerging
56 hardik0/Deep-Learning-with-GoogleColab

Deep Learning Applications (Darknet - YOLOv3, YOLOv4 | DeOldify - Image...

30
Emerging
57 miladlink/TinyYoloV2

Pytorch Tiny YoloV2 implementation from scratch

30
Emerging
58 JeffersonQin/yolo-v1-pytorch

⚗ YOLO v1 PyTorch Implementation

30
Emerging
59 CactusQ/tensor_rt_for_beginners

Beginner-friendly introduction to TensorRT using Torch-TRT on YOLO-V5

30
Emerging
60 yitong-quan/yolov7-multi-frame

Lightweight multi-frame integration for YOLO (ECMR 2025 paper)

29
Experimental
61 moaaztaha/Yolo-Interface-using-Streamlit

A web interface for real-time yolo inference using streamlit. It supports...

29
Experimental
62 HirataYurina/yoloV4-keras-techi

yoloV4 implemented by keras and tf backend. Enjoy it, my homie.

28
Experimental
63 openvino-dev-samples/YOLOv7_OpenVINO_cpp-python

This repository will demostrate how to deploy a offical YOLOv7 pre-trained...

28
Experimental
64 xun-xh/yolov5-onnx-pyqt-exe

yolo模型使用cv2推理并使用qt5添加GUI后打包部署。pt模型转onnx模型;opencv.dnn完成推理;pyqt实现可视界面;打包为exe方便移植

28
Experimental
65 RANJITHROSAN17/yolov3

YOLOv3 Object Detection Training repository! This project provides a...

27
Experimental
66 35grain/label-studio-yolov8-backend

Custom YOLOv8 backend for Label Studio

27
Experimental
67 noahmr/zed-yolov5

Object detection with YOLOv5, TensorRT and Stereolabs ZED

27
Experimental
68 theosorus/FormulaTracker

Training a YOLO model on a custom Formula 1 dataset to detect cars based on...

27
Experimental
69 bharatmahaur/ComparativeStudy

Code for paper: "Road object detection: a comparative study of deep...

26
Experimental
70 Cola-Robotics/cola-object-detection

Deployment of YOLOv5 on Jetson Xavier AGX via TensoRT

26
Experimental
71 Wb-az/yolov8-disease-detection-agriculture

YOLOV8 - Object detection

26
Experimental
72 miladlink/YoloV2

Pytorch YoloV2 implementation from scratch

25
Experimental
73 deepakmisal24/Counting-Objects-and-Face-Detection-using-YOLO-Model

Developed an object and face detection system using YOLOv8 and OpenCV. The...

25
Experimental
74 sunnysetia93/smart-shelf-replenishment

[POC] Smart Shelf which detects and notifies if a wrong product is placed on...

25
Experimental
75 wkentaro/yolo-world-onnx

ONNX models of YOLO-World (an open-vocabulary object detection).

25
Experimental
76 SkalskiP/yolov5js-zoo

Repository of pre-trained YOLOv5 models in tensorflow.js format

25
Experimental
77 lakshan-bandara/cctv-footage-object-detection

"A professional real-time object detection system for CCTV footage analysis...

24
Experimental
78 jrzvnn/tour-in-tramuros

Realtime image recognition of tourist attractions in intramuros using YOLOv8

24
Experimental
79 VarCode-ai/yolox-face-detection

How to train and use Yolox on custom dataset

24
Experimental
80 galafis/Computer-Vision-Object-Detection

YOLOv3 object detection via OpenCV DNN - image, webcam, and Flask web upload modes

23
Experimental
81 ZoomZoneZero/yolov12-pure-pytorch

A streamlined, pure PyTorch implementation of YOLOv12. Features decoupled...

23
Experimental
82 akashAD98/yolov7_custom_data_trainig

yolov7 train on custom data

23
Experimental
83 Balakishan77/Yolov8-Custom-Object-Detetction

This repo explains the custom object detection training using Yolov8.

23
Experimental
84 priyanshudutta04/AI-Self-Checkout

Automated AI self checkout system using CNN and Yolo.

23
Experimental
85 galafis/cv-object-detection-yolo

Cv Object Detection Yolo - Professional Python project

23
Experimental
86 GirinChutia/Object-Detection-Inference-Interface

Object Detection Inference Interface (ODII) : A common interface for object...

23
Experimental
87 Psicodelic/YOLO11-Edge

👁️ Deploy YOLO11 for efficient computer vision on edge devices, optimized...

23
Experimental
88 Avafly/YOLOX-TensorRT10

A TensorRT 10 C++ implementation of YOLOX with dynamic‑shape support.

23
Experimental
89 CodeByPinar/Real-Time-Object-Detection-Projects

Explore real-time object detection projects developed with OpenCV and YOLO....

23
Experimental
90 hafidh561/yolo-inference-opencv

Inference your YOLOv4 model with OpenCV

22
Experimental
91 Burhan-Q/ultralytics-snippets

Ultralytics VSCode snippets plugin to provide quick examples and templates...

22
Experimental
92 HLongdeptrai/YOLO-Ndjson-Zip

🚀 Convert YOLO NDJSON annotations to common ML formats quickly and securely...

22
Experimental
93 exarchou/YOLO-Object-Recognition

Real Time Object Recognition from Webcam frames using opencv and YOLO...

22
Experimental
94 hassanrrraza/crowd-analysis-yolo

BRT Crowd Analysis System using YOLOv8 and Computer Vision

22
Experimental
95 sevenjunebaby/Xpro

X ᴾᴿᴼ Application detect any object powered by [ FastApi ]

22
Experimental
96 Abhijeet0Kaushik/object-detection-system

Production-ready real-time object detection with YOLOv8, featuring web...

22
Experimental
97 atsawinkz/dog-cat-object-detection

Object detection and instance segmentation models for dog and cat dataset...

22
Experimental
98 Ares-Infenus/yolov8-object-detection-pipeline

End-to-end YOLOv8 object detection pipeline with reproducible training,...

22
Experimental
99 danixssj/Dataset-Preparation-Labeling-Environment-Setup-YOLO-Training-Guide

🛠️ Prepare images, label data, set up your environment, and train YOLO...

22
Experimental
100 pooya-mohammadi/intro_to_yolo

In this repository, I aim at providing theoretical and practical notes for...

21
Experimental
101 bitscoper/Bitscoper_Visionscope

Object Detection, Oriented Bounding Boxes (OBB) Object Detection, Object...

21
Experimental
102 F3T1W/YoloTrainer

Electron app for training custom YOLO models: download data from Reddit,...

21
Experimental
103 PrinceArora-4/smart-trolley

A computer vision–powered smart self-checkout system that combines YOLOv11...

21
Experimental
104 HimanshuBhosale25/YOLO-DeepSeek-Powered-Image-Manipulation-Tool

This project showcases a deep learning pipeline for image editing,...

21
Experimental
105 teresakae/TugasFruitDetector

An object detection project using Python, Ultralytics, and the YOLOv8n model...

21
Experimental
106 Spinkoo/Embedded-Yolov7

Compress, Deploy and Inference YOLOv7 on low-cost MCUs

20
Experimental
107 tobecwb/facial-features-yolo8x-seg

YOLOx8 model segmentation for face features

20
Experimental
108 Nick-Barua/AFODS-Sensor-Fusion-Code

Core codebase containing YOLOv7 and GRU model scripts supporting the AFODS...

20
Experimental
109 miketobz/Object-Detection-with-Deep-Learning

I have implemented state-of-the-art deep learning techniques to detect and...

19
Experimental
110 franciszekparma/YOLOv1-PyTorch

Comprehensive guide to YOLOv1 using PyTorch, built from Scratch

19
Experimental
111 Alijanloo/Retail-Shelf-Monitoring

A real-time Retail Shelf Monitoring System using computer vision and machine...

19
Experimental
112 Maheswara660/Object-Detection-In-Images

A powerful web-based object detection application built with Python, Flask,...

19
Experimental
113 yoloprojekat/python-desktop

Ovaj projekat predstavlja naprednu Python desktop aplikaciju koja koristi...

19
Experimental
114 TruongNV-hut/AI_U_P_Cl_YOLO8_ObjectDetection_cgyettix

Training YOLO8 model with custom data

18
Experimental
115 Tinker-Twins/YOLO-ROS-1

Darknet YOLO with ROS 1

18
Experimental
116 kirigumo/LiDAR-plus-object-detection

Using LiDAR-readied iPhone to demonstrate the manipulation of LiDAR depth...

18
Experimental
117 itsanuragkumarjha/Custom_YOLOV9_Room_cleanliness_Detector

This project leverages a custom-trained YOLOv9 model to detect objects...

17
Experimental
118 koesan/TepeGoz

TepeGöz, an AI-powered autonomous surveillance system that provides...

17
Experimental
119 Real-VeerSandhu/Object-Detection

🚥 Web app deployment of YoloV3 (Inspirit AI Project)

17
Experimental
120 akhilkailas017/Object-Detection-using-Yolov5

This repository teaches you how to train your own image dataset using yolov5...

17
Experimental
121 robotology/online-detection-demo

Fast object detection learning with CNN and kernel based architecture

17
Experimental
122 mattiaskvist/yolo-v1

Clean, modular PyTorch implementation of YOLO v1 with ResNet50 backbone,...

17
Experimental
123 Cestovatels/YOLO-Pipeline-Auto

End-to-end automated YOLO training pipeline with built-in dataset...

16
Experimental
124 ElliotBlackstone/automotive-ssd-object-detection

From scratch PyTorch SSD for dashcam object detection (cars, bikes,...

16
Experimental
125 FaNa-AI/YOLO

A minimal YOLOv8n-based object detection project using the lightweight Nano...

16
Experimental
126 dnth/yolov5-torchscript-flutter-blogpost

YOLOv5 real time inference on Android with Torchscript and Flutter

15
Experimental
127 ReeseMoe73/Object_detection

Python demo using YOLOv8 + OpenCV to detect and track cars and dogs in...

15
Experimental
128 Tinker-Twins/YOLO-ROS-2

Darknet YOLO with ROS 2

15
Experimental
129 bhandd/AI-object-detection-app

An object detection application developed as part of a Bachelor's thesis at...

15
Experimental
130 Sahil05-08/computer-vision-progression

Computer vision system: CNN → Transfer Learning (94.54% accuracy) →...

15
Experimental
131 asfdfsaf21/yolo11-pytorch-onnx-converter

🚀 Convert YOLO11 PyTorch models to ONNX format and validate their...

15
Experimental
132 RAIDAN44/vision-smart-cashier-system

AI-powered smart cashier system that uses computer vision (YOLOv8) to...

15
Experimental
133 bhushanpatil-ai-ml/real-time-object-detection

Real-Time Object Detection using YOLOv8 and OpenCV with webcam, image, and...

15
Experimental
134 shahin-ro/Head-Wheat-Detection

🌾 Wheat Detection using YOLO11n! 📸 Installs Ultralytics, trains on...

14
Experimental
135 bebraberovic762-netizen/zeroalloc-realtime-vision-pipeline-and-tracking

low-latency real-time object detection and tracking pipeline built in...

14
Experimental
136 ychieh777/vision-ai-detection-api

Real-time object detection API using YOLO with FastAPI and Docker deployment.

14
Experimental
137 Airium001/airium-yolo-custom-train

YOLOv8 custom training dashboard + Hailo-10h compilation pipeline for Raspberry Pi

14
Experimental
138 maia2a/computer-vision

API de Object Detection com YOLOv8, FastAPI e React. Deploy containerizado...

14
Experimental
139 miladlink/YoloV3

Pytorch YoloV3 implementation from scratch

14
Experimental
140 adepierre/TheMachine

TheMachine is a C++ implementation of YoloV5 using LibTorch (no jit) with a...

13
Experimental
141 Xtalism/object-detection-python

Object detection with AI using YOLO V8, Opencv and Python 3.8.

13
Experimental
142 OmerMert/P4RS-UnmannedGroundVehicle

Foreign object detection vehicle

13
Experimental
143 kamipakistan/YOLOv4-Custom-Object-Detection

The "YOLOv4 Custom Object Detection" Github repository provides a...

13
Experimental
144 Yogesh-Rebari/Camouflaged-Object-Detection-using-Deep-Learning

This project presents a robust deployment of YOLOv8 tailored for detecting...

12
Experimental
145 yihong1120/Vitis-AI-YOLOv3-TF2-Quantization-Evaluation

"Vitis-AI-YOLOv3-TF2-Quantization-Evaluation" Repo for quantization of...

12
Experimental
146 sharvesh1401/Object-Detection-Yolo

A simple YOLOv5 object detection project that demonstrates real-time image...

12
Experimental
147 NadavIs56/YOLOv8-Dog-Couch-RealTimeDetection

YOLOv8-Dog-Couch-RealTimeDetection is a specialized computer vision system...

12
Experimental
148 thisishardik/product-detection-in-retail

Shelf Auditing in Retail Businesses using Object Detection

12
Experimental
149 zolppy/object-detection-with-yolo

This project demonstrates how to train a YOLOv8 object detection model to...

12
Experimental
150 shershunov/DetectHub

🔮 Solution for YOLO object detection in c#

11
Experimental
151 gogo5911/Yolov3-ObjectDetectionSystem

본 시스템은 Yolo v3를 이용하여 Object Detection할 수 있는 프로그램입니다. 이미지, 동영상, WebCam모드를 지원합니다.

11
Experimental
152 erfanzar/ObjD

smart and strong object detection ai built from scatch with some new features 🚀🚀

11
Experimental
153 R-N/ml_yolo_dataset

Mobile Legends match result object detection dataset

11
Experimental
154 chxadr/yoloxcoral

Train, Quantize and Export a YOLO model for the Coral USB Accelerator.

11
Experimental
155 ywtbuilder/ywtbuilder-teavision-yolo-detection

茶叶检测系统:FastAPI + YOLO 的实验对比与工程化落地

11
Experimental
156 tahangz/Object_Detection

Beginner-friendly object detection projects using R-CNN and YOLOv3 with...

11
Experimental
157 dannynaresh/Real-Time-Object-Detection

GPU Accelerated Real-Time Object Detection using YOLOv5 and PyTorch

11
Experimental
158 bohdan-zhemelko/System-for-recognizing-natural-objects-in-images

Deep learning–based object detection system for recognizing natural objects...

11
Experimental
159 HeleenaRobert/object-detection-comparison

📊 Benchmark and results summary of multiple object detection models (YOLOv4,...

11
Experimental
160 mshamash/OnePetri-models

Repository containing trained YOLOv5 object detection models used within...

11
Experimental
161 mbsoroush/ObjectDetection_for_SelfDrivingCars

This repository contains a project demonstrating object detection using the...

10
Experimental
162 joeychilson/detect

A simple Go web app for detecting objects in images using YOLOv11.

10
Experimental
163 aysilsimgekaracan/Smart-Shopping-Cart-Model

Custom Data Tranining using YOLOv5 with my own custom images for a Smart...

10
Experimental
164 erma0x/yolo-object-detection

object detection with yolo neural networks models on images and videocamera frames

10
Experimental
165 CodeByPinar/super-heatmapper-project

A comprehensive video analysis and heatmap generation tool based on...

10
Experimental
166 native-ai/Yolov5

Pytorch implementation of Yolov5

10
Experimental
167 luizcast/DCM_TCC

DICOM OBJECT DETECTION YOLO

10
Experimental
168 kamipakistan/YOLOv5-Custom-Object-Detection

This repository includes all the necessary code and scripts to train your...

10
Experimental
169 sajidahmed12/Yolov5-FastApI-Web

This is a FastAPI web application that allows a user to upload images to...

10
Experimental
170 Sampad-Amirkabir/Yolov5-CPP

Using Yolov5 in CPP

10
Experimental