https://github.com/ajithvcoder/deep_mth_net
Implementation of DeepMTH Net (Deep multi tower head Network) https://dl.acm.org/doi/abs/10.1145/3447450.3447470
https://github.com/ajithvcoder/deep_mth_net
acm classification deeplearning deepmth personattribute
Last synced: 3 months ago
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Implementation of DeepMTH Net (Deep multi tower head Network) https://dl.acm.org/doi/abs/10.1145/3447450.3447470
- Host: GitHub
- URL: https://github.com/ajithvcoder/deep_mth_net
- Owner: ajithvcoder
- Created: 2020-07-19T04:47:16.000Z (almost 5 years ago)
- Default Branch: master
- Last Pushed: 2023-03-24T23:36:30.000Z (about 2 years ago)
- Last Synced: 2025-01-12T19:30:45.998Z (4 months ago)
- Topics: acm, classification, deeplearning, deepmth, personattribute
- Language: Python
- Homepage:
- Size: 47.8 MB
- Stars: 3
- Watchers: 3
- Forks: 0
- Open Issues: 2
-
Metadata Files:
- Readme: Readme.md
Awesome Lists containing this project
README
### 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](https://dl.acm.org/doi/abs/10.1145/3447450.3447470), 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 ](https://in.linkedin.com/in/rohanshravan)
- [The School of A.I](https://theschoolof.ai/)
- 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.
```