https://github.com/mingtaoguo/fcn_segmentation_tensorflow

Implementing the paper: Fully Convolutional Networks for Semantic Segmentation
https://github.com/mingtaoguo/fcn_segmentation_tensorflow

fcn image-segmentation tensorflow

Last synced: 7 months ago
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Implementing the paper: Fully Convolutional Networks for Semantic Segmentation

• Host: GitHub
• URL: https://github.com/mingtaoguo/fcn_segmentation_tensorflow
• Owner: MingtaoGuo
• Created: 2019-07-12T07:39:23.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2019-07-12T12:02:04.000Z (about 6 years ago)
• Last Synced: 2025-01-21T16:44:47.826Z (9 months ago)
• Topics: fcn, image-segmentation, tensorflow
• Language: Python
• Size: 224 KB
• Stars: 3
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# FCN_segmentation

Implementing the paper: Fully Convolutional Networks for Semantic Segmentation

# Introduction

This code simplely implement the paper [Fully Convolutional Networks for Semantic Segmentation](https://people.eecs.berkeley.edu/~jonlong/long_shelhamer_fcn.pdf)

![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/0.jpg)

# Dataset

Dataset is a little small, we just use PASCAL VOC 2007, which includes about 400 segmentation iamges.

Dataset PASCAL VOC 2007: https://pjreddie.com/media/files/VOCtrainval_06-Nov-2007.tar

pretrained vgg16: https://drive.google.com/open?id=1LTptCY96ABAUlJHUJq6MhqNrDQN7JfQP

1. putting vgg16.npy into the folder 'vgg_para'

2. unzipping VOCtrainval_06-Nov-2007.tar and 

# Requirements

1. python 3.5

2. tensorflow-gpu 1.4.0

3. pillow

4. scipy

5. numpy

6. matplotlib

# Results

|Movie|IMG1|IMG2|

|-|-|-|

|I Am Legend|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/1.jpg)|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/4.jpg)|

|Resident Evil|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/2.jpg)|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/3.jpg)|

|The Walking Dead|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/5.jpg)|![](https://github.com/MingtaoGuo/FCN_segmentation/blob/master/IMGS/6.jpg)|