Object Detection Tracking Computer Vision Tools

Tools for detecting and tracking objects in images and video streams using YOLO and related architectures. Includes domain-specific applications (plants, fire, pedestrians) and multi-object tracking. Does NOT include general image segmentation, pose estimation as primary function, or specialized tasks like license plate recognition or ANPR.

There are 38 object detection tracking tools tracked. 9 score above 50 (established tier). The highest-rated is facebookresearch/Ego4d at 65/100 with 551 stars and 840 monthly downloads. 3 of the top 10 are actively maintained.

Get all 38 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=computer-vision&subcategory=object-detection-tracking&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	facebookresearch/Ego4d Ego4d dataset repository. Download the dataset, visualize, extract features...	65	Established	551	Jupyter Notebook
2	Sharpiless/Yolov5-deepsort-inference Yolov5 deepsort inference，使用YOLOv5+Deepsort实现车辆行人追踪和计数，代码封装成一个Detector类，更容易嵌入到自己的项目中	60	Established	1,459	Python
3	laugh12321/TensorRT-YOLO 🚀 Easier & Faster YOLO Deployment Toolkit for NVIDIA 🛠️	59	Established	1,730	C++
4	ultralytics/yolo-flutter-app Flutter plugin for Ultralytics YOLO	57	Established	392	Kotlin
5	ultralytics/yolo-ios-app Ultralytics YOLO iOS App source code for running YOLO in your own iOS apps 🌟	55	Established	449	Swift
6	machinefi/trio-core Real-time vision intelligence engine for Apple Silicon. YOLO counting + VLM...	55	Established	5	Python
7	ryouchinsa/Rectlabel-support RectLabel is an offline image annotation tool for object detection and segmentation.	54	Established	551	Jupyter Notebook
8	Jordan-Pierce/yolo-tiling Tile (slice) a YOLO-formatted dataset for small detection, segmentation, and...	54	Established	18	Python
9	rustyneuron01/Real-Time-Football-Detection Real-time football video analytics: player/ball/referee tracking and pitch...	52	Established	92	Python
10	connervieira/Predator The ultimate customizable dash-cam platform, with ALPR and object...	47	Emerging	167	Python
11	LdDl/object-detection-opencv-rust Just set of functions to utilize YOLO v3, v4, v7 and v8 version with...	46	Emerging	30	Rust
12	ingxfm/license_plate_detection License plate number recognition using OpenAlpr	45	Emerging	22	Python
13	mooch443/trex TRex, a fast multi-animal tracking system with markerless identification,...	45	Emerging	116	C++
14	popcorn-prophets/manobela Mobile app for driver monitoring using computer vision	43	Emerging	9	TypeScript
15	JichenGuo/Master_Thesis Modification of YOLOv3(Keras) for object distance estimation	43	Emerging	15	Python
16	lightly-ai/labelformat A tool for converting computer vision label formats.	43	Emerging	87	Python
17	LdDl/rust-road-traffic Vehicle counting/tracking and speed estimation	42	Emerging	31	Rust
18	KushalBKusram/WaymoOpenDatasetToolKit A very simple toolkit to extract data from Waymo Open Dataset	41	Emerging	9	Python
19	AISP-PL/yaya YAYA - Yet annother YOLO annoter for images (in QT5). Support yolo format,...	40	Emerging	7	Python
20	Babyhamsta/Yoable An easy to use C# open source image labeler for YOLO with AI auto label...	40	Emerging	66	C#
21	jo-m/trainbot Watches a piece of train track, detects trains, and stitches together images of them.	40	Emerging	497	Go
22	Shaadalam9/pedestrians-in-youtube This repository contains code that extracts YouTube videos based on a...	39	Emerging	5	HTML
23	roman-koshchei/dataset-gui GUI to work with object detection datasets	37	Emerging	4	Svelte
24	MS-707/bird-watcher-skill 🐦 OpenClaw skill — Live bird detection with YOLOv11 + Moondream VLM species...	37	Emerging	4	Python
25	abcdaaaaaaaaa/DiscoveryVehicle Nuclear and Chemical data with Plug-Unplug Systematics (21 different MQ...	36	Emerging	6	Python
26	Ofcremeo/PlateYOLO-JP-Prototype # PlateYOLO-JP-PrototypeThis repository contains a prototype for detecting...	35	Emerging	7	Python
27	MareArts/MareArts-ANPR MareArts' ANPR solution offers fast and accurate vehicle identification with...	35	Emerging	27	Python
28	SainsburyWellcomeCentre/crabs-exploration A toolkit for detecting and tracking crabs in the field.	34	Emerging	8	Python
29	nano-roboscan/NSL-3130AA-YOLOv8-Pose-estimation YOLOv8-Pose-estimation + object detection + people counting	32	Emerging	7	C++
30	3lc-ai/3lc-ultralytics 3LC Integration with Ultralytics YOLO	27	Experimental	9	Python
31	Yghan31/multi-tracking-YOLOv8-ByteTrack This demo is a simple software that I created using my studies and courses....	26	Experimental	7	Python
32	Powercube7/YOLOv5-GUI A simple GUI made for creating jobs in YOLOv5	25	Experimental	15	Python
33	codelancera-offical/TrackNetV5-SDK Official implementation of TrackNetV5	25	Experimental	14	Python
34	umutonuryasar/Real-Time-Object-Detection Real -Time Object Detection with YOLO	25	Experimental	4	Python
35	manohargoud-cmd/Plant-Detection-using-YOLOv8 🌿 Detect and classify plant leaves in real-time using YOLOv8, enhancing crop...	25	Experimental	4	Jupyter Notebook
36	myatthukyaw/yolo-distill Feature-based knowledge distillation (CWD & MGD) for YOLOv9, built on the...	25	Experimental	3	Python
37	mjospovich/Fire-Detection-in-Mediterranean-Olive-Groves-YOLOv8 Final work featuring data collection, training and testing of YOLOv8 fire...	25	Experimental	3	Python
38	mbari-org/sdcat Sliced Detection and Clustering Analysis Toolkit - a tool to quickly find...	19	Experimental	9	Python

Comparisons in this category

yolo-flutter-app and yolo-ios-app (57 vs 55)