Giter Site home page Giter Site logo

siamesefc's Introduction

SiamFC

A minimal example showing how to train a tracker on GOT-10k/VID and evaluate its performance on GOT-10k as well as 6 other tracking datasets (OTB (2013/2015), VOT (2013~2018), DTB70, TColor128, NfS and UAV123), using the GOT-10k toolkit.

Performance

GOT-10k

Dataset AO SR0.50 SR0.75
GOT-10k 0.355 0.390 0.118

The scores are comparable with state-of-the-art results on GOT-10k leaderboard.

OTB / UAV123 / DTB70 / TColor128 / NfS

Dataset Success Score Precision Score
OTB2013 0.589 0.781
OTB2015 0.578 0.765
UAV123 0.523 0.731
UAV20L 0.423 0.572
DTB70 0.493 0.731
TColor128 0.510 0.691
NfS (30 fps) - -
NfS (240 fps) 0.520 0.624

VOT2018

Dataset Accuracy Robustness (unnormalized)
VOT2018 0.502 37.25

Dependencies

Install PyTorch, opencv-python and GOT-10k toolkit:

pip install torch opencv-python got10k

Running the tracker

In the root directory of siamfc:

  1. Download pretrained model.pth from Baidu Yun or Google Drive, and put the file under pretrained/siamfc.

  2. Create a symbolic link data to your datasets folder (e.g., data/OTB, data/UAV123, data/GOT-10k):

ln -s ./data /path/to/your/data/folder
  1. Run:
python test.py

By default, the tracking experiments will be executed and evaluated over all 7 datasets. Comment lines in run_tracker.py as you wish if you need to skip some experiments.

Training the tracker

  1. Assume the GOT-10k dataset is located at data/GOT-10K.

  2. Run:

python train.py

siamesefc's People

Contributors

ulovher avatar

Stargazers

 avatar

Watchers

 avatar

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.