I tried to visualize Google's general object recognition NN, Inception-v3 with Tensorboard

How to view the graph of Google's general object recognition network Inception on Tensorboard

[Learning library has been released] of Google's general object recognition NN, Inception-v3 released in 2015 (http://googleresearch.blogspot.jp/2016/03/train-your-own-image-classifier- with.html), so I tried to visualize the network with Tensorboard to deepen my understanding.

Prerequisites

procedure

  1. Preparation (creation of working directory)
$ mkdir /tmp/imagenet
$ cd /tmp/imagenet
  1. Download the trained Inception network
$ wget http://download.tensorflow.org/models/image/imagenet/inception-2015-12-05.tgz
$ tar xzvf inception-2015-12-05.tgz
  1. Dump graph structure from trained Inception network
$ vi dump.py
import os
import os.path
import tensorflow as tf
from tensorflow.python.platform import gfile

INCEPTION_LOG_DIR = '/tmp/inception_v3_log'

if not os.path.exists(INCEPTION_LOG_DIR):
    os.makedirs(INCEPTION_LOG_DIR)

with tf.Session() as sess:
    model_filename = '/tmp/imagenet/classify_image_graph_def.pb'
    with gfile.FastGFile(model_filename, 'rb') as f:
        graph_def = tf.GraphDef()
        graph_def.ParseFromString(f.read())
        _ = tf.import_graph_def(graph_def, name='')
    writer = tf.train.SummaryWriter(INCEPTION_LOG_DIR, graph_def)
    writer.close()
$ mkdir /tmp/inception_v3_log
$ python dump.py
  1. Check the graph on Tensorboard
$ tensorboard --logdir /tmp/inception_v3_log/

Reference material

Display example

inception表示例.png

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