Giter VIP home page Giter VIP logo

dpm-cfnet's Introduction

SiamFC - TensorFlow

TensorFlow port of the tracking method described in the paper Fully-Convolutional Siamese nets for object tracking.

In particular, it is the improved version presented as baseline in End-to-end representation learning for Correlation Filter based tracking, which achieves state-of-the-art performance at high framerate. The other methods presented in the paper (similar performance, shallower network) haven't been ported yet.

Settings things up with virtualenv

  1. Get virtualenv if you don't have it already pip install virtualenv
  2. Create new virtualenv with Python 2.7 virtualenv --python=/usr/bin/python2.7 ve-tracking
  3. Activate the virtualenv source ~/tracking-ve/bin/activate
  4. Clone the repository git clone https://github.com/torrvision/siamfc-tf.git
  5. cd siamfc-tf
  6. Install the required packages sudo pip install -r requirements.txt
  7. mkdir pretrained data
  8. Download the pretrained networks in pretrained and unzip the archive (we will only use baseline-conv5_e55.mat)
  9. Download video sequences in data and unzip the archive.

Running the tracker

  1. Set video from parameters.evaluation to "all" or to a specific sequence (e.g. "vot2016_ball1")
  2. See if you are happy with the default parameters in parameters/hyperparameters.json
  3. Optionally enable visualization in parameters/run.json
  4. Call the main script (within an active virtualenv session) python run_tracker_evaluation.py

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.