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January 28, 2016 21:13
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Generate mxnet record from image patches
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stack = 'MD589' | |
data_dir = '/oasis/projects/nsf/csd395/yuncong/CSHL_data_patches/%s_byLandmark'%(stack) | |
all_image_names = [] | |
for label in os.listdir(data_dir): | |
if label == 'BackG': | |
# limit the number of BackG examples | |
for img_filename in os.listdir(data_dir + '/' + label)[:300]: | |
all_image_names.append((label_dict[label], label + '/' + img_filename)) | |
else: | |
for img_filename in os.listdir(data_dir + '/' + label): | |
all_image_names.append((label_dict[label], label + '/' + img_filename)) | |
import random | |
random.shuffle(all_image_names) | |
n = len(all_image_names) | |
os.system(os.environ['MXNET_DIR']+'/bin/im2rec /home/yuncong/CSHL_data_patches/%(dataset)s_train.lst \ | |
%(data_dir)s/ \ | |
/home/yuncong/CSHL_data_patches/%(dataset)s_train.rec' % \ | |
{'dataset': dataset, | |
'data_dir': data_dir}) | |
os.system(os.environ['MXNET_DIR']+'/bin/im2rec /home/yuncong/CSHL_data_patches/%(dataset)s_eval.lst \ | |
%(data_dir)s/ \ | |
/home/yuncong/CSHL_data_patches/%(dataset)s_eval.rec' % \ | |
{'dataset': dataset, | |
'data_dir': data_dir}) | |
os.system(os.environ['MXNET_DIR']+'/bin/im2rec /home/yuncong/CSHL_data_patches/%(dataset)s_test.lst \ | |
%(data_dir)s/ \ | |
/home/yuncong/CSHL_data_patches/%(dataset)s_test.rec' % \ | |
{'dataset': dataset, | |
'data_dir': data_dir}) |
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