Created
January 17, 2017 07:59
-
-
Save DrSleep/d09d256d301569bebf4864df8b999602 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
1 |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import sys\n", | |
"sys.path.append('../')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"from deeplab_resnet import DeepLabResNetModel, ImageReader, decode_labels, prepare_label\n", | |
"\n", | |
"input_size = (321,321)\n", | |
"data_dir = '/home/VOCdevkit/'\n", | |
"data_list = '../dataset/train.txt'\n", | |
"RANDOM_SCALE = True\n", | |
"coord = tf.train.Coordinator()\n", | |
"reader = ImageReader(\n", | |
"data_dir,\n", | |
"data_list,\n", | |
"input_size,\n", | |
"RANDOM_SCALE,\n", | |
"coord)\n", | |
"image_batch, label_batch = reader.dequeue(4)\n", | |
"\n", | |
"config = tf.ConfigProto()\n", | |
"config.gpu_options.allow_growth = True\n", | |
"sess = tf.Session(config=config)\n", | |
"init = tf.initialize_all_variables()\n", | |
"sess.run(init)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"threads = tf.train.start_queue_runners(coord=coord, sess=sess)\n", | |
"\n", | |
"images = sess.run(image_batch)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"IMG_MEAN = np.array((104.00698793,116.66876762,122.67891434), dtype=np.float32)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7fc278d09250>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAEACAYAAABVmQgcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nW2xxhv8HZm9h/l6TsmkAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fc2e59297d0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.imshow((images[0] + IMG_MEAN)[:, :, ::-1].astype(np.uint8))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.6" | |
}, | |
"widgets": { | |
"state": {}, | |
"version": "1.1.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment