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MFT

Multi-solution Fusion for Visual Tracking(MFT) The paper is coming.

Introduction

MFT tracker is based on correlation filtering algorithm. Firstly, we combine different multi-resolution features with continuous convolution operator~\cite{danelljan2017eco}. Secondly, we train multi-solution independently using different features and fuse multi-solutions optimally to predict target location, which drastically improves robustness. Respectively. At last, we reasonably choose different combinations of Res50, SE-Res50, Hog, CN features as our final feature to adapt to different tracking situation.

Usage

  • Supported OS: the source code was tested on 64-bit CentOS Linux release 7.3.1611 (Core), and it should also be executable in other linux distributions.
  • Dependencies:
  • A modified version of matconvnet (included in the ./external_libs/matconvnet folder).
  • autonn(https://github.com/vlfeat/autonn) is included in the (./external_libs/autonn) folder.
  • MATLAB 2016b, and all different version will change a lot.
  • Cuda 8.0 enabled GPUs

Preparation

cd ./feature_extraction/networks

wget http://www.vlfeat.org/matconvnet/models/imagenet-resnet-50-dag.mat

wget http://www.robots.ox.ac.uk/\~albanie/models/se-nets/SE-ResNet-50-mcn.mat

Setting export CUDA_CACHE_MAXSIZE=8000000000" in the ./~bash_profile so that gpuDevice(1) will take fewer time.

Demo

run demo_MFT.m()

VOT

[VOT Intergration] ./vot2018_main/MFT.m change ./tracker_MFT.m tracker_repo_path = 'your MFT path'

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