DeepMTH Net - Deep Multi Tower Head network

This is Keras implementation of Deep Multi Tower Head network for the task of person attribute recognition

Perception of Deep Multi Tower Head Network on Person Attribute Recognition, ICVIP 2020

Dataset - HA-TSAI - Human Attributes-The School of A.I

Architecture

Installation

Creating conda environment:

conda create -n ha-tsai python=3.6
conda activate ha-tsai

Installing requirements

pip install requirements.txt

Traning model

Train a model from scratch

python main.py

Train a model after certain epochs [To be done]

python main.py --middle

Test a trained model by loading weights [To be done]

python test.py --modelpath

Visuvalize feature maps

Credits

• Rohan Shravan
• The School of A.I
• Co Authors of paper

Cite

Please site our paper if you use this code in your own work:

@inproceedings{ajith2020deepmth,
  title={Perception of Deep Multi Tower Head Network on Person Attribute Recognition},
  author={Ajith Kumar V, Hammad Ali, Feng Sun, Deepjyoti Saha, IIlias Papachristos},
  booktitle={The 4th International Conference on Video and Image Processing(ICVIP2020)},
  year={2020}
}

Kumar V A, Ali H, Sun F, et al. Perception of Deep Multi Tower Head Network on Person Attribute Recognition[C]//2020 The 4th International Conference on Video and Image Processing. 2020: 122-127.