In [1]:
import numpy as np
from scipy.ndimage.interpolation import zoom
from keras.preprocessing.video import video_to_array
from work.config import *
from work.dataset.activitynet import ActivityNetDataset
from work.models.c3d import C3D_conv_features
assert STORED_FEATURES_PATH
assert STORED_VIDEOS_PATH
assert STORED_VIDES_EXTENSION
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
<ipython-input-1-8baaea177a4a> in <module>()
5 from work.config import *
6 from work.dataset.activitynet import ActivityNetDataset
----> 7 from work.models.c3d import C3D_conv_features
8
9 assert STORED_FEATURES_PATH
ImportError: No module named models.c3d
In [3]:
# Defining variables
loading_size = (128, 171)
input_size = (112, 112)
length = 16
batch_size = 32
output_dim = 4096
# Loading dataset
print('Loading dataset')
dataset = ActivityNetDataset(
videos_path='../dataset/videos.json',
labels_path='../dataset/labels.txt',
stored_videos_path=STORED_VIDEOS_PATH,
files_extension=STORED_VIDES_EXTENSION
)
Loading dataset
In [8]:
print('Loading mean')
mean_total = np.load('../models/c3d/c3d-sports1M_mean.npy')
mean = np.mean(mean_total, axis=(0, 2, 3, 4), keepdims=True)
Loading mean
In [14]:
video = dataset.videos[0]
instances = video.get_video_instances(length=length, overlap=0)
nb_instances = len(instances)
path = STORED_VIDEOS_PATH + '/' + video.video_id + '.' + STORED_VIDES_EXTENSION
vid_array = video_to_array(path, start_frame=0,
length=length*nb_instances,
resize=input_size)
print(vid_array.shape)
vid_array = vid_array.transpose(1, 0, 2, 3)
print(vid_array.shape)
vid_array = vid_array.reshape((nb_instances, length, 3,)+(input_size))
print(vid_array.shape)
vid_array = vid_array.transpose(0, 2, 1, 3, 4)
print(vid_array.shape)
(3, 4160, 112, 112)
(4160, 3, 112, 112)
(260, 16, 3, 112, 112)
(260, 3, 16, 112, 112)
In [16]:
import matplotlib.pyplot as plt
%matplotlib inline
plt.imshow(vid_array[0,:,10,:,:].transpose(1,2,0)/255)
plt.show()
In [18]:
X = vid_array - mean
print(X.shape)
(260, 3, 16, 112, 112)
In [19]:
plt.imshow(X[0,:,10,:,:].transpose(1,2,0)/255)
plt.show()
In [20]:
print(X)
[[[[[ 51.74835323 116.74835323 135.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 48.74835323 108.74835323 105.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 29.74835323 85.74835323 79.74835323 ..., -46.25164677
-46.25164677 -46.25164677]
...,
[ 57.74835323 57.74835323 58.74835323 ..., -63.25164677
-61.25164677 -61.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]]
[[ 46.74835323 92.74835323 139.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 39.74835323 90.74835323 116.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 16.74835323 77.74835323 88.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
...,
[ 57.74835323 57.74835323 58.74835323 ..., -64.25164677
-61.25164677 -61.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]]
[[ 46.74835323 87.74835323 137.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 39.74835323 86.74835323 120.74835323 ..., -45.25164677
-46.25164677 -46.25164677]
[ 13.74835323 75.74835323 98.74835323 ..., -46.25164677
-46.25164677 -46.25164677]
...,
[ 57.74835323 57.74835323 58.74835323 ..., -64.25164677
-61.25164677 -61.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]
[ 57.74835323 57.74835323 57.74835323 ..., -66.25164677
-64.25164677 -64.25164677]]
...,
[[ 45.74835323 51.74835323 56.74835323 ..., -20.25164677
-48.25164677 -48.25164677]
[ 45.74835323 51.74835323 56.74835323 ..., -20.25164677
-48.25164677 -48.25164677]
[ 42.74835323 45.74835323 50.74835323 ..., -19.25164677
-48.25164677 -48.25164677]
...,
[ 53.74835323 54.74835323 54.74835323 ..., -71.25164677
-70.25164677 -69.25164677]
[ 52.74835323 54.74835323 51.74835323 ..., -71.25164677
-70.25164677 -68.25164677]
[ 50.74835323 50.74835323 52.74835323 ..., -70.25164677
-70.25164677 -68.25164677]]
[[ 30.74835323 59.74835323 66.74835323 ..., 11.74835323
-41.25164677 -48.25164677]
[ 30.74835323 59.74835323 63.74835323 ..., 8.74835323
-41.25164677 -48.25164677]
[ 36.74835323 52.74835323 58.74835323 ..., 4.74835323
-41.25164677 -48.25164677]
...,
[ 54.74835323 54.74835323 54.74835323 ..., -71.25164677
-71.25164677 -70.25164677]
[ 53.74835323 54.74835323 54.74835323 ..., -70.25164677
-69.25164677 -68.25164677]
[ 51.74835323 51.74835323 50.74835323 ..., -71.25164677
-70.25164677 -68.25164677]]
[[ 29.74835323 58.74835323 80.74835323 ..., 64.74835323
-2.25164677 -41.25164677]
[ 29.74835323 48.74835323 67.74835323 ..., 53.74835323
-5.25164677 -41.25164677]
[ 33.74835323 43.74835323 58.74835323 ..., 38.74835323
-12.25164677 -46.25164677]
...,
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-70.25164677 -70.25164677]
[ 55.74835323 55.74835323 55.74835323 ..., -69.25164677
-70.25164677 -70.25164677]]]
[[[ 38.34299646 29.34299646 4.34299646 ..., 16.34299646
16.34299646 16.34299646]
[ 35.34299646 21.34299646 -29.65700354 ..., 16.34299646
16.34299646 16.34299646]
[ 9.34299646 12.34299646 -54.65700354 ..., 16.34299646
16.34299646 16.34299646]
...,
[ 55.34299646 55.34299646 56.34299646 ..., -6.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -5.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -5.65700354
-6.65700354 -6.65700354]]
[[ 40.34299646 32.34299646 16.34299646 ..., 16.34299646
16.34299646 16.34299646]
[ 34.34299646 30.34299646 -6.65700354 ..., 16.34299646
16.34299646 16.34299646]
[ 5.34299646 20.34299646 -29.65700354 ..., 16.34299646
16.34299646 16.34299646]
...,
[ 55.34299646 55.34299646 56.34299646 ..., -6.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -6.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -6.65700354
-6.65700354 -6.65700354]]
[[ 40.34299646 30.34299646 24.34299646 ..., 16.34299646
16.34299646 16.34299646]
[ 33.34299646 29.34299646 1.34299646 ..., 16.34299646
16.34299646 16.34299646]
[ 4.34299646 23.34299646 -16.65700354 ..., 16.34299646
16.34299646 16.34299646]
...,
[ 55.34299646 55.34299646 56.34299646 ..., -6.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -6.65700354
-6.65700354 -6.65700354]
[ 55.34299646 55.34299646 55.34299646 ..., -6.65700354
-6.65700354 -6.65700354]]
...,
[[ 25.34299646 31.34299646 27.34299646 ..., 12.34299646
16.34299646 16.34299646]
[ 25.34299646 31.34299646 27.34299646 ..., 12.34299646
16.34299646 16.34299646]
[ 30.34299646 34.34299646 30.34299646 ..., 12.34299646
16.34299646 16.34299646]
...,
[ 51.34299646 52.34299646 52.34299646 ..., -5.65700354
-5.65700354 -6.65700354]
[ 50.34299646 52.34299646 49.34299646 ..., -6.65700354
-6.65700354 -7.65700354]
[ 48.34299646 48.34299646 50.34299646 ..., -6.65700354
-6.65700354 -7.65700354]]
[[ 24.34299646 20.34299646 24.34299646 ..., 13.34299646
14.34299646 16.34299646]
[ 24.34299646 20.34299646 21.34299646 ..., 9.34299646
14.34299646 16.34299646]
[ 26.34299646 25.34299646 25.34299646 ..., 7.34299646
14.34299646 16.34299646]
...,
[ 52.34299646 52.34299646 52.34299646 ..., -4.65700354
-5.65700354 -5.65700354]
[ 51.34299646 52.34299646 52.34299646 ..., -5.65700354
-5.65700354 -7.65700354]
[ 49.34299646 49.34299646 48.34299646 ..., -6.65700354
-6.65700354 -7.65700354]]
[[ 23.34299646 19.34299646 33.34299646 ..., 25.34299646
10.34299646 15.34299646]
[ 23.34299646 16.34299646 19.34299646 ..., 13.34299646
7.34299646 15.34299646]
[ 23.34299646 22.34299646 23.34299646 ..., 8.34299646
9.34299646 18.34299646]
...,
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 54.34299646 54.34299646 54.34299646 ..., -3.65700354
-5.65700354 -5.65700354]
[ 54.34299646 54.34299646 54.34299646 ..., -4.65700354
-5.65700354 -5.65700354]]]
[[[ 29.59166539 36.59166539 23.59166539 ..., 98.59166539
100.59166539 100.59166539]
[ 26.59166539 28.59166539 -15.40833461 ..., 98.59166539
100.59166539 100.59166539]
[ -4.40833461 6.59166539 -46.40833461 ..., 100.59166539
100.59166539 100.59166539]
...,
[ 57.59166539 57.59166539 58.59166539 ..., 73.59166539
73.59166539 73.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 76.59166539
76.59166539 76.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 76.59166539
76.59166539 76.59166539]]
[[ 28.59166539 32.59166539 30.59166539 ..., 97.59166539
100.59166539 100.59166539]
[ 21.59166539 30.59166539 6.59166539 ..., 97.59166539
100.59166539 100.59166539]
[ -10.40833461 12.59166539 -24.40833461 ..., 99.59166539
100.59166539 100.59166539]
...,
[ 57.59166539 57.59166539 58.59166539 ..., 74.59166539
73.59166539 73.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 77.59166539
76.59166539 76.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 77.59166539
76.59166539 76.59166539]]
[[ 28.59166539 32.59166539 35.59166539 ..., 98.59166539
100.59166539 100.59166539]
[ 21.59166539 31.59166539 13.59166539 ..., 98.59166539
100.59166539 100.59166539]
[ -10.40833461 16.59166539 -10.40833461 ..., 99.59166539
100.59166539 100.59166539]
...,
[ 57.59166539 57.59166539 58.59166539 ..., 74.59166539
73.59166539 73.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 77.59166539
76.59166539 76.59166539]
[ 57.59166539 57.59166539 57.59166539 ..., 77.59166539
76.59166539 76.59166539]]
...,
[[ 18.59166539 24.59166539 24.59166539 ..., 81.59166539
95.59166539 95.59166539]
[ 17.59166539 24.59166539 24.59166539 ..., 82.59166539
95.59166539 95.59166539]
[ 20.59166539 24.59166539 24.59166539 ..., 84.59166539
95.59166539 95.59166539]
...,
[ 53.59166539 54.59166539 54.59166539 ..., 73.59166539
73.59166539 72.59166539]
[ 52.59166539 54.59166539 51.59166539 ..., 72.59166539
72.59166539 72.59166539]
[ 50.59166539 50.59166539 53.59166539 ..., 70.59166539
72.59166539 72.59166539]]
[[ 23.59166539 30.59166539 31.59166539 ..., 56.59166539
94.59166539 95.59166539]
[ 23.59166539 30.59166539 28.59166539 ..., 62.59166539
94.59166539 95.59166539]
[ 26.59166539 32.59166539 30.59166539 ..., 76.59166539
94.59166539 95.59166539]
...,
[ 54.59166539 54.59166539 54.59166539 ..., 74.59166539
73.59166539 72.59166539]
[ 53.59166539 54.59166539 54.59166539 ..., 73.59166539
73.59166539 72.59166539]
[ 51.59166539 51.59166539 51.59166539 ..., 72.59166539
72.59166539 72.59166539]]
[[ 22.59166539 29.59166539 41.59166539 ..., 7.59166539
77.59166539 90.59166539]
[ 22.59166539 24.59166539 28.59166539 ..., 7.59166539
76.59166539 90.59166539]
[ 23.59166539 25.59166539 28.59166539 ..., 26.59166539
78.59166539 90.59166539]
...,
[ 54.59166539 54.59166539 54.59166539 ..., 75.59166539
73.59166539 73.59166539]
[ 51.59166539 51.59166539 52.59166539 ..., 76.59166539
73.59166539 73.59166539]
[ 51.59166539 51.59166539 53.59166539 ..., 75.59166539
73.59166539 73.59166539]]]]
[[[[ 29.74835323 58.74835323 80.74835323 ..., 77.74835323
7.74835323 -41.25164677]
[ 29.74835323 48.74835323 67.74835323 ..., 61.74835323
3.74835323 -41.25164677]
[ 33.74835323 43.74835323 58.74835323 ..., 43.74835323
-4.25164677 -46.25164677]
...,
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-72.25164677 -72.25164677]]
[[ 29.74835323 58.74835323 80.74835323 ..., 101.74835323
17.74835323 -39.25164677]
[ 29.74835323 48.74835323 67.74835323 ..., 79.74835323
12.74835323 -39.25164677]
[ 33.74835323 43.74835323 58.74835323 ..., 54.74835323
2.74835323 -45.25164677]
...,
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-71.25164677 -72.25164677]
[ 56.74835323 56.74835323 56.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 56.74835323 56.74835323 56.74835323 ..., -71.25164677
-72.25164677 -72.25164677]]
[[ 29.74835323 58.74835323 80.74835323 ..., 86.74835323
11.74835323 -41.25164677]
[ 29.74835323 48.74835323 67.74835323 ..., 73.74835323
8.74835323 -41.25164677]
[ 33.74835323 43.74835323 58.74835323 ..., 51.74835323
0.74835323 -44.25164677]
...,
[ 55.74835323 55.74835323 55.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 56.74835323 56.74835323 56.74835323 ..., -71.25164677
-72.25164677 -72.25164677]
[ 56.74835323 56.74835323 56.74835323 ..., -71.25164677
-72.25164677 -72.25164677]]
...,
[[ 73.74835323 124.74835323 145.74835323 ..., 96.74835323
120.74835323 55.74835323]
[ 58.74835323 87.74835323 131.74835323 ..., 164.74835323
160.74835323 55.74835323]
[ 48.74835323 65.74835323 96.74835323 ..., 164.74835323
163.74835323 49.74835323]
...,
[ 56.74835323 56.74835323 57.74835323 ..., -68.25164677
-70.25164677 -73.25164677]
[ 56.74835323 56.74835323 57.74835323 ..., -69.25164677
-71.25164677 -71.25164677]
[ 56.74835323 56.74835323 57.74835323 ..., -69.25164677
-71.25164677 -71.25164677]]
[[ 67.74835323 110.74835323 152.74835323 ..., 155.74835323
155.74835323 150.74835323]
[ 53.74835323 80.74835323 123.74835323 ..., 93.74835323
119.74835323 125.74835323]
[ 44.74835323 58.74835323 92.74835323 ..., 159.74835323
163.74835323 87.74835323]
...,
[ 56.74835323 57.74835323 57.74835323 ..., -66.25164677
-70.25164677 -73.25164677]
[ 56.74835323 57.74835323 57.74835323 ..., -68.25164677
-73.25164677 -73.25164677]
[ 56.74835323 57.74835323 56.74835323 ..., -69.25164677
-71.25164677 -71.25164677]]
[[ 67.74835323 110.74835323 152.74835323 ..., 150.74835323
164.74835323 164.74835323]
[ 53.74835323 80.74835323 123.74835323 ..., 149.74835323
164.74835323 164.74835323]
[ 44.74835323 58.74835323 92.74835323 ..., 122.74835323
104.74835323 119.74835323]
...,
[ 56.74835323 57.74835323 58.74835323 ..., -63.25164677
-69.25164677 -73.25164677]
[ 57.74835323 57.74835323 63.74835323 ..., -65.25164677
-70.25164677 -73.25164677]
[ 57.74835323 57.74835323 63.74835323 ..., -66.25164677
-71.25164677 -71.25164677]]]
[[[ 23.34299646 19.34299646 33.34299646 ..., 37.34299646
11.34299646 15.34299646]
[ 23.34299646 16.34299646 19.34299646 ..., 20.34299646
7.34299646 15.34299646]
[ 23.34299646 22.34299646 23.34299646 ..., 9.34299646
6.34299646 17.34299646]
...,
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 54.34299646 54.34299646 54.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 54.34299646 54.34299646 54.34299646 ..., -3.65700354
-4.65700354 -4.65700354]]
[[ 23.34299646 19.34299646 33.34299646 ..., 61.34299646
11.34299646 14.34299646]
[ 23.34299646 16.34299646 19.34299646 ..., 37.34299646
5.34299646 14.34299646]
[ 23.34299646 22.34299646 23.34299646 ..., 19.34299646
6.34299646 17.34299646]
...,
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-3.65700354 -4.65700354]
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]]
[[ 23.34299646 19.34299646 33.34299646 ..., 46.34299646
10.34299646 15.34299646]
[ 23.34299646 16.34299646 19.34299646 ..., 31.34299646
7.34299646 15.34299646]
[ 23.34299646 22.34299646 23.34299646 ..., 14.34299646
6.34299646 16.34299646]
...,
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]
[ 53.34299646 53.34299646 53.34299646 ..., -3.65700354
-4.65700354 -4.65700354]]
...,
[[ 20.34299646 44.34299646 70.34299646 ..., 22.34299646
54.34299646 1.34299646]
[ 16.34299646 19.34299646 56.34299646 ..., 112.34299646
93.34299646 1.34299646]
[ 24.34299646 22.34299646 26.34299646 ..., 110.34299646
100.34299646 3.34299646]
...,
[ 52.34299646 52.34299646 53.34299646 ..., 3.34299646
1.34299646 1.34299646]
[ 52.34299646 52.34299646 53.34299646 ..., 2.34299646
0.34299646 0.34299646]
[ 52.34299646 52.34299646 53.34299646 ..., 2.34299646
0.34299646 0.34299646]]
[[ 15.34299646 33.34299646 72.34299646 ..., 93.34299646
84.34299646 86.34299646]
[ 13.34299646 16.34299646 47.34299646 ..., 24.34299646
42.34299646 48.34299646]
[ 22.34299646 23.34299646 21.34299646 ..., 96.34299646
94.34299646 10.34299646]
...,
[ 52.34299646 53.34299646 53.34299646 ..., 5.34299646
1.34299646 1.34299646]
[ 52.34299646 53.34299646 53.34299646 ..., 3.34299646
1.34299646 1.34299646]
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Content source: imatge-upc/activitynet-2016-cvprw
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