ms-celeb-1m: Add data extraction script for #170

This commit is contained in:
Brandon Amos 2016-07-29 15:53:15 -04:00
parent 43e2b61d49
commit 24f616b0bb
1 changed files with 54 additions and 0 deletions

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data/ms-celeb-1m/extract.py Executable file
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#!/usr/bin/env python3
#
# Copyright 2016 Carnegie Mellon University
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
#
# This script downloads the VGG Face Dataset from
# http://www.robots.ox.ac.uk/~vgg/data/vgg_face/
# and aligns the images with OpenFace.
#
# Brandon Amos
# 2016-07-29
import argparse
import base64
import csv
import os
import magic # Detect image type from buffer contents (disabled, all are jpg)
parser = argparse.ArgumentParser()
parser.add_argument('croppedTSV', type=str)
parser.add_argument('--outputDir', type=str, default='raw')
args = parser.parse_args()
with open(args.croppedTSV, 'r') as tsvF:
reader = csv.reader(tsvF, delimiter='\t')
i = 0
for row in reader:
MID, faceID, data = row[0], row[4], base64.b64decode(row[-1])
saveDir = os.path.join(args.outputDir, faceID)
savePath = os.path.join(saveDir, MID+'.jpg')
assert(magic.from_buffer(data) == 'JPEG image data, JFIF standard 1.01')
os.makedirs(saveDir, exist_ok=True)
with open(savePath, 'wb') as f:
f.write(data)
i += 1
if i % 1000 == 0:
print("Extracted {} images.".format(i))