Git Product home page Git Product logo

multi-person-tracker's Introduction

Simple Multi Person Tracker

Simple and easy to use multi person tracker implementation. This project supports YOLOV3 & MaskRCNN as detector and SORT as object tracker.

Installation

First you need to install the requirements:

$ pip install -r requirements.txt

Then install the package via:

$ pip install git+https://github.com/mkocabas/multi-person-tracker.git

Usage

Run examples/demo_video.py for a minimally working example. Here is a sample:

from multi_person_tracker import MPT
from multi_person_tracker.data import video_to_images

image_folder = video_to_images('sample_video.mp4')

mpt = MPT(
    display=True,
    detector_type='yolo', # or 'maskrcnn'
    batch_size=10,
    yolo_img_size=416,
)

result = mpt(image_folder, output_file='sample_output.mp4')

Runtime Performance

Detector Tracker GPU FPS
MaskRCNN Sort RTX2080Ti 13
YOLOv3-256 Sort RTX2080Ti 120
YOLOv3-416 Sort RTX2080Ti 80
YOLOv3-608 Sort RTX2080Ti 46

Important Note

  • Install torchvision from the source as done in requirements.txt to be able to use the best performing MaskRCNN pretrained model. Check this Issue and PR for more details.

References

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.