[b82869]: / dataset_preprocessing / dataset_statistics.py

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import glob
urfd_path = '/home/anunez/Downloads/URFD_OF/'
multicam_path = '/home/anunez/Downloads/Multicam_OF/'
fdd_path = '/home/anunez/Downloads/FDD_OF/'
L = 10
content = [
['URFD', urfd_path],
['FDD', fdd_path],
['Multicam', multicam_path]
]
# URFD, FDD
for dataset_name, dataset_path in content[:2]:
falls = len(glob.glob(dataset_path + 'Falls/*'))
notfalls = len(glob.glob(dataset_path + 'NotFalls/*'))
print('-'*10)
print(dataset_name)
print('-'*10)
print('Fall sequences: {}, ADL sequences: {} (Total: {})'.format(
falls, notfalls, falls + notfalls)
)
falls = glob.glob(dataset_path + 'Falls/*')
fall_stacks = sum(
[len(glob.glob(fall +'/*')) - L + 1 for fall in falls]
)
fall_frames = sum(
[len(glob.glob(fall +'/*')) for fall in falls]
)
notfalls = glob.glob(dataset_path + 'NotFalls/*')
nofall_stacks = sum(
[len(glob.glob(notfall +'/*')) - L + 1 for notfall in notfalls])
nofall_frames = sum(
[len(glob.glob(notfall +'/*')) for notfall in notfalls])
print('Fall stacks: {}, ADL stacks: {} (Total: {})'.format(
fall_stacks, nofall_stacks, fall_stacks + nofall_stacks)
)
print('Fall frames: {}, ADL frames: {} (Total: {})\n\n'.format(
fall_frames, nofall_frames,fall_frames + nofall_frames)
)
# Multicam
dataset_name, dataset_path = content[2]
print('-'*10)
print(dataset_name)
print('-'*10)
scenarios = glob.glob(dataset_path + '*')
nb_falls, nb_notfalls = 0, 0
nb_fall_stacks, nb_notfall_stacks = 0, 0
nb_fall_frames, nb_notfall_frames = 0, 0
for scenario in scenarios:
nb_falls += len(glob.glob(scenario + '/Falls/*'))
nb_notfalls += len(glob.glob(scenario + '/NotFalls/*'))
falls = glob.glob(scenario + '/Falls/*')
nb_fall_stacks += sum(
[len(glob.glob(fall +'/*')) - L + 1 for fall in falls]
)
nb_fall_frames += sum(
[len(glob.glob(fall +'/*')) for fall in falls]
)
notfalls = glob.glob(scenario + '/NotFalls/*')
nb_notfall_stacks += sum(
[len(glob.glob(notfall +'/*')) - L + 1 for notfall in notfalls])
nb_notfall_frames += sum(
[len(glob.glob(notfall +'/*')) for notfall in notfalls])
print('Fall sequences: {}, ADL sequences: {} (Total: {})'.format(
nb_falls, nb_notfalls, nb_falls + nb_notfalls)
)
print('Fall stacks: {}, ADL stacks: {} (Total: {})'.format(
nb_fall_stacks, nb_notfall_stacks, nb_fall_stacks + nb_notfall_stacks)
)
print('Fall frames: {}, ADL frames: {} (Total: {})\n\n'.format(
nb_fall_frames, nb_notfall_frames, nb_fall_frames + nb_notfall_frames)
)