Global Semantic Descriptor based on Prototypes

Project

This project contains the code and data used to generate the results reported in the paper Prototypicality effects in global semantic description of objects on the IEEE Winter Conference on Applications of Computer Vision (WACV) 2019. It implements a global semantic description of object using semantic prototypes of objects categories.

For more information and visual results, please access the project page.

Contact

Authors

Omar Vidal Pino - PhD student - UFMG - ovidalp@dcc.ufmg.br
Erickson Rangel do Nascimento - Advisor - UFMG - erickson@dcc.ufmg.br
Mario Fernando Montenegro Campos - Advisor - UFMG - mario@dcc.ufmg.br

Institution

Federal University of Minas Gerais (UFMG)
Computer Science Department
Belo Horizonte - Minas Gerais -Brazil

Laboratory

VeRLab: Laboratory of Computer Vision and Robotics
https://www.verlab.dcc.ufmg.br

Citation

If you are using GSDP descriptor for academic purposes, please cite:

 Prototypicality effects in global semantic description of objects
 Omar Vidal Pino, Erickson R. Nascimento, Mario F. M. Campos
 IEEE Winter Conference on Applications of Computer Vision (WACV), 2019

Bibtex entry

@InProceedings{vidal2019wacv,
title = {Prototypicality effects in global semantic description of objects},
booktitle = {2019 IEEE Winter Conference on Applications of Computer Vision (WACV)},
author = {Omar Vidal Pino and Erickson R. Nascimento and Mario F. M. Campos},
Year = {2019},
Address = {Hawaii, USA},
month = {January},
intype = {to appear in},
pages = {},
volume = {},
number = {},
doi = {},
ISBN = {}
}

GSDP package

Dependencies

Keras 2.0 (Tested with 2.0.4)
Tensorflow 1.1 (Tested with 1.1.0)
Matplotlib 2.0 (Tested with 2.0.2)
H5py 2.7 (Tested with 2.7.0)
Pandas 0.20 (Tested with 0.20.3)

Installation

Installation for Python 3 environment (Python3 and pip3 active):

git clone git://github.com/verlab/gsdp
cd gsdp/
pip install -r requirements.txt 
python prepare_data.py
pip install .

Installation without Python 3 environment:

git clone git://github.com/verlab/gsdp
cd gsdp/
pip3 install -r requirements.txt 
python3 prepare_data.py
pip3 install .

verlab / gsdp