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Chainer_Image_caption_Neural_Network

Description

This tool is for Making Image Caption

Install

If you don't install Chainer you have to install bellow https://github.com/pfnet/chainer

MicrosoftCOCO(Python API)

git clone https://github.com/pdollar/coco

####Prepare the Data

MicrosoftCOCO(Images, Annotations)

http://mscoco.org/dataset/#download

Installing a library bellow

##Requirements

Python 2.7.11
       numpy
       PIL
       scikit-image
       cython  
       chainer

Usage

Preparing data 1

*Prepare resized images(256, 256)
cd data
python prepare_data.py {YOUR_IMAGE_PATH} {YOUR_RESIZE_IMAGE_PATH} {YOUR ANOTTION DATA DIR} {CHOOSE DATA TYPE "val2014", "train2014"} > {MS_COCO_img_label_list.txt}

*change the images' relative path to absolute path

Prepareing for Traing (chainer)

cd chainer_code/
python compute_mean.py {MS_COCO_img_label_list.txt} > {rmGray.txt}

Preparing data 2

chainer making image model code is only using the RGB image you have to pick out the Gray image

cd data/
python rmGray.py  {MS_COCO_img_label_list.txt} {rmGray.txt} {MS_COCO_img_label_list_rmGray.txt}

Traing (chainer)

cd chainer/examples/imagenet
python train_imagenet.py {MS_COCO_img_label_list_train_rmGray.txt} {MS_COCO_img_label_list_val_rmGray.txt} --arch {YOU CHOOSE MODEL "nin", "alex", "alexbin", "googlenet", "googlenetbn"}

Code Directory Structure

Dialogue ipython notebook and Encoder Decoder Model
  - Data/     ... Preparing data Code
  - code/       ...
    - util/       ... 
    - test/       ... 

Licence

The MIT License (MIT)

Copyright (c) 2016 Yumi Hamazono

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.

Author

SnowMasaya

References

[Chainer]http://chainer.org/
[MicrosoftCOCO]http://mscoco.org/

chainer_image_caption_code's People

Contributors

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Watchers

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