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 132 yolo object detection frameworks tracked. 18 score above 50 (established tier). The highest-rated is ultralytics/yolov5 at 68/100 with 57,000 stars. 3 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	ultralytics/yolov5 YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite	68	Established	57,000	Python
2	ultralytics/yolov3 YOLOv3 in PyTorch > ONNX > CoreML > TFLite	64	Established	10,563	Python
3	mindspore-lab/mindyolo A toolbox of yolo models and algorithms based on MindSpore	63	Established	172	Python
4	ultralytics/assets Ultralytics assets	58	Established	524	—
5	stephanecharette/DarkHelp C++ wrapper library for Darknet	54	Established	183	C++
6	philipperemy/yolo-9000 YOLO9000: Better, Faster, Stronger - Real-Time Object Detection. 9000 classes!	51	Established	1,203	—
7	experiencor/keras-yolo3 Training and Detecting Objects with YOLO3	51	Established	1,611	Python
8	zzh8829/yolov3-tf2 YoloV3 Implemented in Tensorflow 2.0	51	Established	2,516	Jupyter Notebook
9	YunYang1994/tensorflow-yolov3 🔥 TensorFlow Code for technical report: "YOLOv3: An Incremental Improvement"	51	Established	3,624	Python
10	Tessellate-Imaging/Monk_Object_Detection A one-stop repository for low-code easily-installable object detection pipelines.	51	Established	639	Jupyter Notebook
11	shouxieai/tensorRT_Pro C++ library based on tensorrt integration	51	Established	2,861	C++
12	AntonMu/TrainYourOwnYOLO Train a state-of-the-art yolov3 object detector from scratch!	51	Established	676	Jupyter Notebook
13	BMW-InnovationLab/BMW-YOLOv4-Training-Automation This repository allows you to get started with training a state-of-the-art...	51	Established	658	Python
14	mystic123/tensorflow-yolo-v3 Implementation of YOLO v3 object detector in Tensorflow (TF-Slim)	51	Established	879	Python
15	WongKinYiu/ScaledYOLOv4 Scaled-YOLOv4: Scaling Cross Stage Partial Network	51	Established	2,028	Python
16	Cartucho/mAP mean Average Precision - This code evaluates the performance of your neural...	51	Established	2,980	Python
17	ruiminshen/yolo2-pytorch PyTorch implementation of the YOLO (You Only Look Once) v2	50	Established	443	Python
18	vietnh1009/Yolo-v2-pytorch YOLO for object detection tasks	50	Established	416	Python
19	fcakyon/yolov5-pip Packaged version of ultralytics/yolov5 + many extra features	49	Emerging	294	Python
20	thomas-yanxin/ColugoMum 🍰🍎ColugoMum: Intelligent Retail Settlement Platform can accurately locate...	49	Emerging	289	Python
21	Neerajj9/Text-Detection-using-Yolo-Algorithm-in-keras-tensorflow Implemented the YOLO algorithm for scene text detection in keras-tensorflow...	48	Emerging	152	Jupyter Notebook
22	shayanalibhatti/Retail-Store-Item-Detection-using-YOLOv5 In this repository, I present a retail store item detector using YOLOv5	47	Emerging	121	Jupyter Notebook
23	motokimura/yolo_v1_pytorch PyTorch implementation of YOLO-v1 including training	47	Emerging	166	Shell
24	WangQvQ/YOLOMagic YOLO Magic🪄 is an extension based on Ultralytics' YOLOv5, designed to...	46	Emerging	513	Python
25	Alro10/YOLO-darknet-on-Jetson-TX2 How to run YOLO on Jetson TX2	45	Emerging	101	—
26	ultralytics/hub Ultralytics HUB tutorials and support	45	Emerging	223	Jupyter Notebook
27	ultralytics/template Ultralytics Python Project Template	45	Emerging	63	Python
28	filrg/split_inference Split inference for YOLO	44	Emerging	5	Python
29	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!	44	Emerging	241	Python
30	ultralytics/.github Ultralytics GitHub default .github repository.	44	Emerging	61	—
31	explosion/lightnet 🌓 Bringing pjreddie's DarkNet out of the shadows #yolo	43	Emerging	320	C
32	theAIGuysCode/YOLOv4-Cloud-Tutorial This repository walks you through how to Build and Run YOLOv4 Object...	43	Emerging	360	Jupyter Notebook
33	thepbordin/YOLOv5-Streamlit-Deployment Streamlit YOLOv5 deployment template	43	Emerging	27	Python
34	sitammeur/YoloSegment Yolo and TensorFlow.js to segment or partition images according to their content.	42	Emerging	4	JavaScript
35	Aa-23007/object-detection-software Real-time object detection software built with PyTorch, NumPy, and OpenCV.	42	Emerging	5	Python
36	Oneflow-Inc/one-yolov5 A more efficient yolov5 with oneflow backend 🎉🎉🎉	42	Emerging	217	Python
37	kadirnar/yolov5-strongsort Minimal PyTorch implementation of YOLOv5 and StrongSort	42	Emerging	68	Python
38	Yigtwxx/dl_xview_yolo YOLOv8 implementation for remote sensing and satellite image analysis....	41	Emerging	7	Python
39	snuailab/waffle_hub 🧇Waffle Hub🧇 is Deep Learning 🛠️Open Source Framework Adapter. It provides...	41	Emerging	39	Python
40	digitalbrain79/pyyolo Simple python wrapper for YOLO.	41	Emerging	127	C
41	LSH9832/yolov8_trt A quick TensorRT deoloyment solution for YOLOv8.	40	Emerging	38	Python
42	theAIGuysCode/YOLOv3-Cloud-Tutorial Everything you need in order to get YOLOv3 up and running in the cloud....	40	Emerging	91	Jupyter Notebook
43	jveitchmichaelis/edgetpu-yolo Minimal-dependency Yolov5 and Yolov8 export and inference demonstration for...	39	Emerging	120	Python
44	SkalskiP/yolov5js Effortless YOLOv5 javascript deployment	39	Emerging	56	TypeScript
45	emptysoal/YOLOv5-TensorRT-lib-Python The code of YOLOv5 inferencing with TensorRT C++ api is packaged into a...	38	Emerging	15	Cuda
46	srebroa/awesome-yolo :rocket: :star: The list of the most popular YOLO algorithms - awesome YOLO	38	Emerging	107	—
47	emptysoal/TensorRT-v8-YOLOv5-v5.0 Based on TensorRT v8.2, build network for YOLOv5-v5.0 by myself, speed up...	38	Emerging	13	C++
48	ydixon/yolo_v3 YoloV3 in Pytorch and Jupyter Notebook	38	Emerging	87	Jupyter Notebook
49	matlab-deep-learning/pretrained-salsanext Semantic segmentation and transfer learning using pretrained SalsaNext model...	38	Emerging	14	MATLAB
50	hardik0/Deep-Learning-with-GoogleColab Deep Learning Applications (Darknet - YOLOv3, YOLOv4 \| DeOldify - Image...	37	Emerging	78	Jupyter Notebook
51	andre1araujo/YOLO-on-PYNQ-Z2 This repository contains all the necessary material to implement a YOLOv3...	37	Emerging	102	C++
52	mdietrichstein/yolo-tiny-v1-mobile Yolo for Android and iOS - Mobile Deep Learning Object Detection in Realtime...	37	Emerging	105	Jupyter Notebook
53	miladlink/TinyYoloV2 Pytorch Tiny YoloV2 implementation from scratch	37	Emerging	16	Jupyter Notebook
54	CactusQ/tensor_rt_for_beginners Beginner-friendly introduction to TensorRT using Torch-TRT on YOLO-V5	37	Emerging	12	Jupyter Notebook
55	JeffersonQin/yolo-v1-pytorch ⚗ YOLO v1 PyTorch Implementation	37	Emerging	19	Jupyter Notebook
56	moaaztaha/Yolo-Interface-using-Streamlit A web interface for real-time yolo inference using streamlit. It supports...	36	Emerging	55	Python
57	amanharshx/YOLO-Ndjson-Zip Convert NDJSON annotation exports to YOLO, COCO, Pascal VOC, and more -...	36	Emerging	4	Rust
58	HirataYurina/yoloV4-keras-techi yoloV4 implemented by keras and tf backend. Enjoy it, my homie.	35	Emerging	8	Python
59	openvino-dev-samples/YOLOv7_OpenVINO_cpp-python This repository will demostrate how to deploy a offical YOLOv7 pre-trained...	35	Emerging	64	C++
60	Leaf48/YOLO-Models-For-Valorant Valorant Models in Yolov5 and Yolov7	35	Emerging	82	—
61	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	35	Emerging	128	Python
62	35grain/label-studio-yolov8-backend Custom YOLOv8 backend for Label Studio	34	Emerging	51	Python
63	theosorus/FormulaTracker Training a YOLO model on a custom Formula 1 dataset to detect cars based on...	34	Emerging	5	Python
64	yitong-quan/yolov7-multi-frame Lightweight multi-frame integration for YOLO (ECMR 2025 paper)	33	Emerging	2	Jupyter Notebook
65	bharatmahaur/ComparativeStudy Code for paper: "Road object detection: a comparative study of deep...	33	Emerging	8	Jupyter Notebook
66	wkentaro/yolo-world-onnx ONNX models of YOLO-World (an open-vocabulary object detection).	32	Emerging	24	Python
67	SkalskiP/yolov5js-zoo Repository of pre-trained YOLOv5 models in tensorflow.js format	32	Emerging	4	—
68	sunnysetia93/smart-shelf-replenishment [POC] Smart Shelf which detects and notifies if a wrong product is placed on...	32	Emerging	4	TypeScript
69	miladlink/YoloV2 Pytorch YoloV2 implementation from scratch	32	Emerging	15	Jupyter Notebook
70	VarCode-ai/yolox-face-detection How to train and use Yolox on custom dataset	31	Emerging	16	Jupyter Notebook
71	Balakishan77/Yolov8-Custom-Object-Detetction This repo explains the custom object detection training using Yolov8.	30	Emerging	17	Jupyter Notebook
72	akashAD98/yolov7_custom_data_trainig yolov7 train on custom data	30	Emerging	22	Jupyter Notebook
73	priyanshudutta04/AI-Self-Checkout Automated AI self checkout system using CNN and Yolo.	30	Emerging	6	Jupyter Notebook
74	Avafly/YOLOX-TensorRT10 A TensorRT 10 C++ implementation of YOLOX with dynamic‑shape support.	29	Experimental	6	C++
75	hassanrrraza/crowd-analysis-yolo BRT Crowd Analysis System using YOLOv8 and Computer Vision	29	Experimental	8	Jupyter Notebook
76	Burhan-Q/ultralytics-snippets Ultralytics VSCode snippets plugin to provide quick examples and templates...	29	Experimental	16	Python
77	pooya-mohammadi/intro_to_yolo In this repository, I aim at providing theoretical and practical notes for...	28	Experimental	11	—
78	PrinceArora-4/smart-trolley A computer vision–powered smart self-checkout system that combines YOLOv11...	27	Experimental	6	Python
79	Psicodelic/YOLO11-Edge 👁️ Deploy YOLO11 for efficient computer vision on edge devices, optimized...	27	Experimental	1	C++
80	Spinkoo/Embedded-Yolov7 Compress, Deploy and Inference YOLOv7 on low-cost MCUs	27	Experimental	14	Python
81	tobecwb/facial-features-yolo8x-seg YOLOx8 model segmentation for face features	27	Experimental	13	—
82	miketobz/Object-Detection-with-Deep-Learning I have implemented state-of-the-art deep learning techniques to detect and...	26	Experimental	6	Jupyter Notebook
83	F3T1W/YoloTrainer Electron app for training custom YOLO models: download data from Reddit,...	25	Experimental	2	JavaScript
84	franciszekparma/YOLOv1-PyTorch Comprehensive guide to YOLOv1 using PyTorch, built from Scratch	25	Experimental	6	Jupyter Notebook
85	Tinker-Twins/YOLO-ROS-1 Darknet YOLO with ROS 1	25	Experimental	7	C++
86	TruongNV-hut/AI_U_P_Cl_YOLO8_ObjectDetection_cgyettix Training YOLO8 model with custom data	25	Experimental	22	Python
87	Alijanloo/Retail-Shelf-Monitoring A real-time Retail Shelf Monitoring System using computer vision and machine...	23	Experimental	7	Python
88	lakshan-bandara/cctv-footage-object-detection "A professional real-time object detection system for CCTV footage analysis...	23	Experimental	—	Python
89	Ares-Infenus/yolov8-object-detection-pipeline End-to-end YOLOv8 object detection pipeline with reproducible training,...	22	Experimental	—	Jupyter Notebook
90	danixssj/Dataset-Preparation-Labeling-Environment-Setup-YOLO-Training-Guide 🛠️ Prepare images, label data, set up your environment, and train YOLO...	21	Experimental	—	—
91	yoloprojekat/python-desktop Ovaj projekat predstavlja naprednu Python desktop aplikaciju koja koristi...	21	Experimental	—	Python
92	miladlink/YoloV3 Pytorch YoloV3 implementation from scratch	21	Experimental	14	Jupyter Notebook
93	HLongdeptrai/YOLO-Ndjson-Zip 🚀 Convert YOLO NDJSON annotations to common ML formats quickly and securely...	21	Experimental	—	Rust
94	mattiaskvist/yolo-v1 Clean, modular PyTorch implementation of YOLO v1 with ResNet50 backbone,...	21	Experimental	2	Jupyter Notebook
95	adepierre/TheMachine TheMachine is a C++ implementation of YoloV5 using LibTorch (no jit) with a...	20	Experimental	5	C++
96	Xtalism/object-detection-python Object detection with AI using YOLO V8, Opencv and Python 3.8.	20	Experimental	7	Python
97	NadavIs56/YOLOv8-Dog-Couch-RealTimeDetection YOLOv8-Dog-Couch-RealTimeDetection is a specialized computer vision system...	19	Experimental	15	Python
98	asfdfsaf21/yolo11-pytorch-onnx-converter 🚀 Convert YOLO11 PyTorch models to ONNX format and validate their...	19	Experimental	1	Python
99	yihong1120/Vitis-AI-YOLOv3-TF2-Quantization-Evaluation "Vitis-AI-YOLOv3-TF2-Quantization-Evaluation" Repo for quantization of...	19	Experimental	4	Shell
100	shershunov/DetectHub 🔮 Solution for YOLO object detection in c#	18	Experimental	2	C#
101	zolppy/object-detection-with-yolo This project demonstrates how to train a YOLOv8 object detection model to...	18	Experimental	1	Jupyter Notebook
102	mshamash/OnePetri-models Repository containing trained YOLOv5 object detection models used within...	18	Experimental	7	—
103	aysilsimgekaracan/Smart-Shopping-Cart-Model Custom Data Tranining using YOLOv5 with my own custom images for a Smart...	17	Experimental	1	Jupyter Notebook
104	joeychilson/detect A simple Go web app for detecting objects in images using YOLOv11.	17	Experimental	1	HTML
105	native-ai/Yolov5 Pytorch implementation of Yolov5	17	Experimental	1	Python
106	bhushanpatil-ai-ml/real-time-object-detection Real-Time Object Detection using YOLOv8 and OpenCV with webcam, image, and...	15	Experimental	1	Python
107	Sahil05-08/computer-vision-progression Computer vision system: CNN → Transfer Learning (94.54% accuracy) →...	15	Experimental	1	Jupyter Notebook
108	tahangz/Object_Detection Beginner-friendly object detection projects using R-CNN and YOLOv3 with...	15	Experimental	5	Jupyter Notebook
109	0101011/yolo-object-recognition-opencv-keras YOLO v3 object detection trained on COCO with CLI interface. OpenCV and...	14	Experimental	19	Python
110	Airium001/airium-yolo-custom-train YOLOv8 custom training dashboard + Hailo-10h compilation pipeline for Raspberry Pi	14	Experimental	—	Python
111	ywtbuilder/ywtbuilder-teavision-yolo-detection 茶叶检测系统：FastAPI + YOLO 的实验对比与工程化落地	13	Experimental	—	Python
112	chxadr/yoloxcoral Train, Quantize and Export a YOLO model for the Coral USB Accelerator.	13	Experimental	—	Python
113	R-N/ml_yolo_dataset Mobile Legends match result object detection dataset	13	Experimental	—	Jupyter Notebook
114	dannynaresh/Real-Time-Object-Detection GPU Accelerated Real-Time Object Detection using YOLOv5 and PyTorch	13	Experimental	—	—
115	bohdan-zhemelko/System-for-recognizing-natural-objects-in-images Deep learning–based object detection system for recognizing natural objects...	13	Experimental	—	HTML
116	erfanzar/ObjD smart and strong object detection ai built from scatch with some new features 🚀🚀	13	Experimental	—	Jupyter Notebook
117	HassanBinHaroon/YOLOER_V2 YOLOER stands for You Only Look Once and Estimate Range. The project is...	12	Experimental	8	Jupyter Notebook
118	ches-001/YOLO-inspired-audio-activity-detection This repository is an implementation of an audio activity detection...	12	Experimental	7	Python
119	MdJafirAshraf/Object_detection_yolo_vs_mobilenet Object detection is detecting and recognizing the object. It is one of the...	12	Experimental	7	Jupyter Notebook
120	trieu1162000/MSc-Thesis This repository is dedicated to deploying deep learning models for object...	12	Experimental	2	C
121	ranjith-dhananjaya/DARSHAN-Device-for-Avoidance-of-Remotely-Sensed-Hurdles-and-Navigation-using-Python This repository contains the files of my undergrad Major project.	12	Experimental	5	—
122	sayan0506/Product-Matching-with-Shelf-images-using-Yolov4-following-product-recognition-using-Resnet50v2 Matching givewn product in the shelf	12	Experimental	8	Jupyter Notebook
123	kamipakistan/YOLOv5-Custom-Object-Detection This repository includes all the necessary code and scripts to train your...	12	Experimental	1	—
124	Tanwar-12/UNO-CARDS-DETECTION-USING-YOLOV5 The purpose of this project is to create a Deep Learning model that detect...	11	Experimental	4	Jupyter Notebook
125	CreativeNick/MonkeyHealth An object detector using YOLOv3 Darknet that can identify four different...	11	Experimental	—	Jupyter Notebook
126	KentaItakura/how-to-calculate-average-precision-for-object-detection PR曲線を用いた平均適合率の計算の方法についての説明と、実装による理解の確認を行います。	11	Experimental	3	—
127	Chakib08/TensorFlow-TensorRT-YOLOv3 The pupose of this project is to do the inference of models YOLOv3 and...	11	Experimental	—	Python
128	joaomedeirosr/getting-start-with-yolo Introduction to YOLO - Neural Networks for Object Detection (Windows and...	11	Experimental	4	—
129	a-b-h-a-y-s-h-i-n-d-e/yolov5_speed_bumps Webapp for object detection ( speed-bumps )	11	Experimental	1	JavaScript
130	Aratech-IA/Api_IA API server to use Ultralytics yolov8	11	Experimental	—	Python
131	indrarahul/Cozyo_assignment YOLOv3 in tensorflow-serving	10	Experimental	2	Jupyter Notebook
132	abdeLKabir-56/yolov5_object_detection YOLO V5 OBJECT DETECTION APPLICATION	10	Experimental	2	Cython

Comparisons in this category

yolov5 and yolov3 (68 vs 64) yolov3 and yolov3-tf2 (64 vs 51) yolov3 and Yolo-v2-pytorch (64 vs 50) tensorflow-yolo-v3 and tensorflow-yolov3 (51 vs 51) tensorflow-yolo-v3 and yolov3-tf2 (51 vs 51) tensorflow-yolo-v3 and keras-yolo3 (51 vs 51) yolo2-pytorch and Yolo-v2-pytorch (50 vs 50)