In [17]:
from __future__ import print_function, division
import fnmatch
import os
import random
import cPickle as pickle
#from envmap.environmentmap import EnvironmentMap
import numpy as np
from hdrio import imread, imsave
from scipy.ndimage.interpolation import zoom
from matplotlib import pyplot as plt
STACK_FILENAME = 'stack.exr'
TARGET_SIZE = (256, 256)
# Get the data
def getAvailableData(root_path, filename=STACK_FILENAME):
matches = []
for root, dirnames, filenames in os.walk(root_path):
for filename in fnmatch.filter(filenames, filename):
matches.append(os.path.join(root, filename))
return matches
def generateLDRfromHDR(im_path, out_prefix):
"""Convert an HDR image into a clipped 0-255 value ("simulating" a camera)"""
print('Processing: ', im_path)
im = imread(im_path)
# ROGNTUDJU, pourquoi c'est pas carre?
h, w, c = im.shape
im = im[:, w/2 - h/2:w/2 + h/2]
valid = (im > 0) & (~np.isnan(im))
im_median = np.median(im[valid])
im_low = np.percentile(im[valid], 3)
im_high = np.percentile(im[valid], 95)
scales = (TARGET_SIZE[0]/im.shape[0], TARGET_SIZE[1]/im.shape[1])
im = zoom(im, [scales[0], scales[1], 1])
with open(out_prefix + "_hdr.pkl", 'wb') as fhdl:
pickle.dump(im, fhdl, pickle.HIGHEST_PROTOCOL)
imsave(out_prefix + '_hdr.exr', im)
# 20th percentile -> value 5
# 80th percentile -> value 250
print("Ratio:", (im_high - im_low))
ratio = im_high - im_low
if ratio < 0.1:
ratio = 0.1
im_ldr = (im - im_low) * 250. / ratio + 5
im_ldr = np.clip(im_ldr, 0, 255).astype('uint8')
imsave(out_prefix + '_ldr.jpg', im_ldr)
plt.figure()
plt.subplot(1,2,1); plt.hist(im.ravel()[im.ravel()<im_high], 50)
plt.subplot(1,2,2); plt.hist(im_ldr.ravel()[im_ldr.ravel()>0], 50)
plt.savefig(out_prefix + 'debug.png')
plt.close()
def main():
im_paths = getAvailableData('/gel/rachmaninoff/data/pictures/master/skycam/')
im_paths = random.sample(im_paths, 1000)
for im_path in im_paths:
root_path = os.path.dirname(im_path)
out_path = os.path.join('data', "_".join(root_path.split(os.sep)[-2:]))
try:
generateLDRfromHDR(im_path, out_path)
except Exception as e:
print("Error happened:", e)
if __name__ == '__main__':
main()
Processing: /gel/rachmaninoff/data/pictures/master/skycam/20141127/131841/stack.exr
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Ratio: 0.119735717773
Processing: /gel/rachmaninoff/data/pictures/master/skycam/20130801/stack.exr
Error happened: Cannot read image file "/gel/rachmaninoff/data/pictures/master/skycam/20130801/stack.exr". File is not an image file.
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Ratio: 0.0867538452148
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Processing:
/home/local/shared/anaconda/envs/yahognn/lib/python2.7/site-packages/ipykernel/__main__.py:33: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future
/home/local/shared/anaconda/envs/yahognn/lib/python2.7/site-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.
warnings.warn("Mean of empty slice.", RuntimeWarning)
/gel/rachmaninoff/data/pictures/master/skycam/20141020/180310/stack.exr
Error happened: cannot do a non-empty take from an empty axes.
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Ratio: 0.244094848633
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Error happened: cannot do a non-empty take from an empty axes.
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Error happened: cannot do a non-empty take from an empty axes.
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Error happened: x must have at least one data point
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Error happened: x must have at least one data point
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Ratio: 0.227157592773
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Ratio: 0.0202850341797
Error happened: x must have at least one data point
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Ratio: 0.221908569336
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Error happened: Cannot read image file "/gel/rachmaninoff/data/pictures/master/skycam/20131113/stack.exr". File is not an image file.
Processing: /gel/rachmaninoff/data/pictures/master/skycam/20131113/122642/stack.exr
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Error happened: x must have at least one data point
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Ratio: 0.252914428711
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Error happened: cannot do a non-empty take from an empty axes.
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Ratio: 0.365707397461
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Error happened: x must have at least one data point
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Ratio: 0.375854492188
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/home/local/shared/anaconda/envs/yahognn/lib/python2.7/site-packages/numpy/core/_methods.py:71: RuntimeWarning: invalid value encountered in true_divide
ret = ret.dtype.type(ret / rcount)
Content source: soravux/jambokoko
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