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. 14 score above 50 (established tier). The highest-rated is Sharpiless/Yolov5-deepsort-inference at 67/100 with 1,459 stars. 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	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	67	Established	1,459	Python
2	laugh12321/TensorRT-YOLO 🚀 Easier & Faster YOLO Deployment Toolkit for NVIDIA 🛠️	66	Established	1,730	C++
3	facebookresearch/Ego4d Ego4d dataset repository. Download the dataset, visualize, extract features...	65	Established	551	Jupyter Notebook
4	ultralytics/yolo-flutter-app Flutter plugin for Ultralytics YOLO	64	Established	392	Kotlin
5	ultralytics/yolo-ios-app Ultralytics YOLO iOS App source code for running YOLO in your own iOS apps 🌟	62	Established	449	Swift
6	ryouchinsa/Rectlabel-support RectLabel is an offline image annotation tool for object detection and segmentation.	61	Established	551	Jupyter Notebook
7	rustyneuron01/Real-Time-Football-Detection Real-time football video analytics: player/ball/referee tracking and pitch...	56	Established	92	Python
8	connervieira/Predator The ultimate customizable dash-cam platform, with ALPR and object...	54	Established	167	Python
9	Jordan-Pierce/yolo-tiling Tile (slice) a YOLO-formatted dataset for small detection, segmentation, and...	54	Established	18	Python
10	LdDl/object-detection-opencv-rust Just set of functions to utilize YOLO v3, v4, v7 and v8 version with...	53	Established	30	Rust
11	ingxfm/license_plate_detection License plate number recognition using OpenAlpr	52	Established	22	Python
12	mooch443/trex TRex, a fast multi-animal tracking system with markerless identification,...	52	Established	116	C++
13	machinefi/trio-core Real-time vision intelligence engine for Apple Silicon. YOLO counting + VLM...	50	Established	5	Python
14	JichenGuo/Master_Thesis Modification of YOLOv3(Keras) for object distance estimation	50	Established	15	Python
15	LdDl/rust-road-traffic Vehicle counting/tracking and speed estimation	49	Emerging	31	Rust
16	KushalBKusram/WaymoOpenDatasetToolKit A very simple toolkit to extract data from Waymo Open Dataset	48	Emerging	9	Python
17	Babyhamsta/Yoable An easy to use C# open source image labeler for YOLO with AI auto label...	47	Emerging	66	C#
18	lightly-ai/labelformat A tool for converting computer vision label formats.	47	Emerging	87	Python
19	popcorn-prophets/manobela Mobile app for driver monitoring using computer vision	47	Emerging	9	TypeScript
20	jo-m/trainbot Watches a piece of train track, detects trains, and stitches together images of them.	47	Emerging	497	Go
21	AISP-PL/yaya YAYA - Yet annother YOLO annoter for images (in QT5). Support yolo format,...	47	Emerging	7	Python
22	abcdaaaaaaaaa/DiscoveryVehicle Nuclear and Chemical data with Plug-Unplug Systematics (21 different MQ...	43	Emerging	6	Python
23	roman-koshchei/dataset-gui GUI to work with object detection datasets	43	Emerging	4	Svelte
24	MareArts/MareArts-ANPR MareArts' ANPR solution offers fast and accurate vehicle identification with...	42	Emerging	27	Python
25	Ofcremeo/PlateYOLO-JP-Prototype # PlateYOLO-JP-PrototypeThis repository contains a prototype for detecting...	41	Emerging	7	Python
26	SainsburyWellcomeCentre/crabs-exploration A toolkit for detecting and tracking crabs in the field.	41	Emerging	8	Python
27	Shaadalam9/pedestrians-in-youtube This repository contains code that extracts YouTube videos based on a...	39	Emerging	5	HTML
28	nano-roboscan/NSL-3130AA-YOLOv8-Pose-estimation YOLOv8-Pose-estimation + object detection + people counting	39	Emerging	7	C++
29	MS-707/bird-watcher-skill 🐦 OpenClaw skill — Live bird detection with YOLOv11 + Moondream VLM species...	37	Emerging	4	Python
30	3lc-ai/3lc-ultralytics 3LC Integration with Ultralytics YOLO	33	Emerging	9	Python
31	Yghan31/multi-tracking-YOLOv8-ByteTrack This demo is a simple software that I created using my studies and courses....	32	Emerging	7	Python
32	umutonuryasar/Real-Time-Object-Detection Real -Time Object Detection with YOLO	32	Emerging	4	Python
33	mjospovich/Fire-Detection-in-Mediterranean-Olive-Groves-YOLOv8 Final work featuring data collection, training and testing of YOLOv8 fire...	32	Emerging	3	Python
34	Powercube7/YOLOv5-GUI A simple GUI made for creating jobs in YOLOv5	32	Emerging	15	Python
35	myatthukyaw/yolo-distill Feature-based knowledge distillation (CWD & MGD) for YOLOv9, built on the...	31	Emerging	3	Python
36	codelancera-offical/TrackNetV5-SDK Official implementation of TrackNetV5	29	Experimental	14	Python
37	manohargoud-cmd/Plant-Detection-using-YOLOv8 🌿 Detect and classify plant leaves in real-time using YOLOv8, enhancing crop...	29	Experimental	4	Jupyter Notebook
38	mbari-org/sdcat Sliced Detection and Clustering Analysis Toolkit - a tool to quickly find...	26	Experimental	9	Python

Comparisons in this category

yolo-flutter-app and yolo-ios-app (64 vs 62)