The BoW (BoF) frameworks

This is a Bag-of-Words (BoW) or Bag-of-Features (BoF) implementation for action recognition problem in Matlab.

It might have many trivial errors if you do not supply the path of dataset and input features correctly. Be patient.

HOW-TO INSTALL

This implementation using some functions from OpenCV, LIBSVM (v3.20), Yael (v4.38) and VLFeat (v0.9.19) libraries.

Just compile some mex files with provided scripts in Matlab (run compile.m in dense_trajectories_BoW). There is no need to install anything else.

Notice: Due to some problems, we cannot deal with binary files (e.g. mex files) in git. So, some mex files from are missing from VLFeat and Yael. Please try to download these newest libraries and make two symbolic links to the two libraries (i.e, dense_trajectories_BoW/vlfeat and dense_trajectories_BoW/vlfeat).

HOW-TO USE

Provide path for data set in: params.afspath.

Provide path for features: params.featurepath.

Change k-means implementation method in: params.km_method. Change it to matlab if you have problems with installing Yael and VLFeat.

And some other parameters in params.

Voila, you run the BoW_main.m file for each dataset.

TESTED ON

Matlab2012a, Linux x64.

The main code is written in Matlab which is a cross-platform language. In principle, the software can run on Windows or Mac OS X with little efforts on compiling dependencies such as LIBSVM, Yael, VLFeat and encoding toolbox.

If you run it successfully on Windows or Mac OS X, please give me a feedback.

EXTENSIONS

You can extend to the other action datasets by looking at the code at BoW_API/HMDB_stdAPI/.

Developers

An Tran

License and Citation

The code is available under GPL 3 license.

If you find BoW toolbox useful in your research, please consider citing:

@inproceedings{YeLuo_ICCV_2015,
  author    = {Ye Luo and
               Loong-Fah Cheong and
               An Tran},
  title     = {Actionness-assisted Recognition of Actions},
  booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
  year      = {2015},
}

Enquiries, Question and Comments

If you have any further enquiries, questions, or comments, please send an email to An Tran. If you would like to file a bug report or a feature request, please use the Github issue tracker.

hehewang625327/BoW_frameworks