Top 20 object-tracking Open-Source Projects

• gocv

  14 6,329 8.3 Go

  Go package for computer vision using OpenCV 4 and beyond. Includes support for DNN, CUDA, and OpenCV Contrib.

  

Project mention: Cylon: JavaScript framework for robotics, drones, and the Internet of Things | news.ycombinator.com | 2024-05-04

• norfair

  4 2,303 7.0 Python

  Lightweight Python library for adding real-time multi-object tracking to any detector.

  

Project mention: Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research | /r/computervision | 2023-12-07

If you're familiar with Python you can try using Norfair. It's a lightweight Python library for adding real-time multi-object tracking to any detector. There are lots of examples for you to try, they mostly differ on the object detector.

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• ailia-models

  4 1,845 9.8 Python

  The collection of pre-trained, state-of-the-art AI models for ailia SDK

  

• UNINEXT

  2 1,447 5.5 Python

  [CVPR'23] Universal Instance Perception as Object Discovery and Retrieval

• py-motmetrics

  1 1,332 4.4 Python

  :bar_chart: Benchmark multiple object trackers (MOT) in Python

• yolov4-deepsort

  5 1,290 0.0 Python

  Object tracking implemented with YOLOv4, DeepSort, and TensorFlow.

• Unicorn

  7 942 0.0 Python

  [ECCV'22 Oral] Towards Grand Unification of Object Tracking (by MasterBin-IIAU)

• SaaSHub

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• multi-object-tracker

  4 667 6.4 Python

  Multi-object trackers in Python

• 3DObjectTracking

  1 607 3.3 C++

  Algorithms and Publications on 3D Object Tracking

  

• Deep-SORT-YOLOv4

  1 492 0.0 Python

  People detection and optional tracking with Tensorflow backend.

• zero-shot-object-tracking

  10 351 0.0 Python

  Object tracking implemented with the Roboflow Inference API, DeepSort, and OpenAI CLIP.

  

• UniTrack

  1 335 1.8 Python

  [NeurIPS'21] Unified tracking framework with a single appearance model. It supports Single Object Tracking (SOT), Video Object Segmentation (VOS), Multi-Object Tracking (MOT), Multi-Object Tracking and Segmentation (MOTS), Pose Tracking, Video Instance Segmentation (VIS), and class-agnostic MOT (e.g. TAO dataset). (by Zhongdao)

• nanonets_object_tracking

  1 209 0.0 Python

• Similari

  8 179 6.6 Rust

  A framework for building high-performance real-time multiple object trackers

  

• PeekingDuck

  5 159 0.0 Python

  A modular framework built to simplify Computer Vision inference workloads.

  

• VolleyVision

  2 143 8.7 Python

  Applying Deep Learning Approaches to Volleyball Data

• CODD

  1 133 1.8 Python

  Cooperative Driving Dataset: a dataset for multi-agent driving scenarios

• rpi-urban-mobility-tracker

  1 112 0.0 Jupyter Notebook

  The easiest way to count pedestrians, cyclists, and vehicles on edge computing devices or live video feeds.

• yolo_series_deepsort_pytorch

  1 93 0.0 Python

  Deepsort with yolo series. This project support the existing yolo detection model algorithm (YOLOV8, YOLOV7, YOLOV6, YOLOV5, YOLOV4Scaled, YOLOV4, YOLOv3', PPYOLOE, YOLOR, YOLOX ).

• robotics-level-4

  1 79 10.0 Python

  This repo contains projects created using TensorFlow-Lite on Raspberry Pi and Teachable Machine. AI and ML capabilities have been integrated with Robot's software.

• SaaSHub

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object-tracking related posts

• Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research

  1 project | /r/computervision | 7 Dec 2023

• Open-Source Hawkeye for Volleyball

  1 project | /r/volleyball | 11 May 2023

• [R] Universal Instance Perception as Object Discovery and Retrieval (Video Demo)

  2 projects | /r/MachineLearning | 12 Mar 2023

• need help with object detection and object tracking using yolov4

  1 project | /r/matlab | 7 Aug 2022

• Researchers from Bytedance and Dalian University Propose 🦄 ‘Unicorn’: a Unified Computer Vision Approach to Address Four Tracking Tasks Using a Single Model with the Same Model Parameters

  1 project | /r/computervision | 20 Jul 2022

• [R] Unicorn: 🦄 : Towards Grand Unification of Object Tracking

  2 projects | /r/MachineLearning | 17 Jul 2022

• PeekingDuck v1.2.1 released - Modular framework for Computer Vision (CV) inference

  1 project | /r/opensource | 4 Jun 2022
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  www.influxdata.com | 16 May 2024

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