https://github.com/justanhduc/fucos-tensorflow
an implementation of fucos on tensorflow
https://github.com/justanhduc/fucos-tensorflow
deep-learning machine-learning python3 tensorflow
Last synced: 2 months ago
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an implementation of fucos on tensorflow
- Host: GitHub
- URL: https://github.com/justanhduc/fucos-tensorflow
- Owner: justanhduc
- Created: 2017-05-25T14:08:19.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2017-06-06T09:14:15.000Z (about 9 years ago)
- Last Synced: 2025-10-12T04:29:05.389Z (9 months ago)
- Topics: deep-learning, machine-learning, python3, tensorflow
- Language: Python
- Size: 31.3 KB
- Stars: 3
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# FUCOS-tensorflow
A simple implementation of fucos on tensorflow
## Requirements
[Tensorflow](https://www.tensorflow.org/install/install_windows)
[tqdm](https://pypi.python.org/pypi/tqdm)
[VGG16 weights](https://www.cs.toronto.edu/~frossard/post/vgg16/), make a folder named "pretrained" and put the file into it.
The datasets for training, validation and testing can be found [here](https://onedrive.live.com/?id=9DDAAD6A86CCD831%218240&cid=9DDAAD6A86CCD831).
## Usages
To train our network from scratch
```
python fucos.py train path/to/checkpoint/folder
```
To test an existing model on a folder of images
```
python fucos.py test path/to/checkpoint/file path/to/testing/image/folder
```
or only 1 image
```
python fucos.py test path/to/checkpoint/file path/to/testing/image 0
```
## Acknowlegements
This implementation doesn't follow exactly what's on the paper. For more information please check out the [original paper](https://www.google.co.kr/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwiSkbmwnYvUAhVMHJQKHcYtBNkQFggmMAA&url=http%3A%2F%2Fwww.cv-foundation.org%2Fopenaccess%2Fcontent_cvpr_2016%2Fpapers%2FBruce_A_Deeper_Look_CVPR_2016_paper.pdf&usg=AFQjCNEe8O6bslD8hTTiGPfedAl0MmsoFA&sig2=mCwVrLi_c6dxRiBqAPOydA).