[I want to classify images using Tensorflow] (2) Let's classify images

Classify using Inception-v3

I will omit the explanation of Inception. Please refer to the following site TensorFlow: Tutorials: Image Recognition TensorFlow Tutorial-Image Recognition (Translation)

Environmental preparation

Last time Make "classify_image" available for the built environment

$ git clone https://github.com/tensorflow/tensorflow.git
cd tensorflow/models/image/imagenet

Let's move it for the time being

If no argument is specified, the classification result of the panda image will be displayed.

python classify_image.py
giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca (score = 0.88493)
indri, indris, Indri indri, Indri brevicaudatus (score = 0.00878)
lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens (score = 0.00317)
custard apple (score = 0.00149)
earthstar (score = 0.00127)

Make a list of the file paths you want to classify.

Something like this

/home/vagrant/my_tensorflow/images/image01.jpg
/home/vagrant/my_tensorflow/images/image02.jpg
/home/vagrant/my_tensorflow/images/image03.jpg
/home/vagrant/my_tensorflow/images/image04.jpg
/home/vagrant/my_tensorflow/images/image05.jpg

Actually classify and divide into folders

Move the classified image files to a directory.

#!/bin/bash -x
FILES=`cat /home/vagrant/my_tensorflow/train.csv | tr -d ' '`
for FILE in $FILES
  do
    DIR="/tmp/image/"`python /home/vagrant/tensorflow/tensorflow/models/image/imagenet/classify_image.py --image_file ${FILE} | awk 'NR==1{print $1}' | tr -d "," | tr -d ' '  `"/"

    echo "-------------------"
    echo "FILE:$FILE"
    echo "DIR:$DIR"
    mkdir $DIR
    mv $FILE $DIR
  done

I was able to divide it into folders

ls /tmp/image/comic/
image02.jpg
image04.jpg

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