A 101-label video classification dataset.
- URL: https://www.crcv.ucf.edu/data/UCF101.php
DatasetBuilder
:tfds.video.ucf101.Ucf101
ucf101
is configured with tfds.video.ucf101.Ucf101Config
and has the
following configurations predefined (defaults to the first one):
ucf101_1_256
(v1.0.0
) (Size: 6.48 GiB
): 256x256 UCF with the first action recognition split.ucf101_1
(v1.0.0
) (Size: 6.48 GiB
): UCF with the action recognition split #1.ucf101_2
(v1.0.0
) (Size: 6.48 GiB
): UCF with the action recognition split #2.ucf101_3
(v1.0.0
) (Size: 6.48 GiB
): UCF with the action recognition split #3.
ucf101/ucf101_1_256
256x256 UCF with the first action recognition split.
Versions:
1.0.0
(default):2.0.0
: New split API (https://tensorflow.org/datasets/splits)
Statistics
Split | Examples |
---|---|
ALL | 13,320 |
TRAIN | 9,537 |
TEST | 3,783 |
Features
FeaturesDict({
'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=101),
'video': Video(Image(shape=(256, 256, 3), dtype=tf.uint8)),
})
Homepage
ucf101/ucf101_1
UCF with the action recognition split #1.
Versions:
1.0.0
(default):2.0.0
: New split API (https://tensorflow.org/datasets/splits)
Statistics
Split | Examples |
---|---|
ALL | 13,320 |
TRAIN | 9,537 |
TEST | 3,783 |
Features
FeaturesDict({
'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=101),
'video': Video(Image(shape=(None, None, 3), dtype=tf.uint8)),
})
Homepage
ucf101/ucf101_2
UCF with the action recognition split #2.
Versions:
1.0.0
(default):2.0.0
: New split API (https://tensorflow.org/datasets/splits)
Statistics
Split | Examples |
---|---|
ALL | 13,320 |
TRAIN | 9,586 |
TEST | 3,734 |
Features
FeaturesDict({
'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=101),
'video': Video(Image(shape=(None, None, 3), dtype=tf.uint8)),
})
Homepage
ucf101/ucf101_3
UCF with the action recognition split #3.
Versions:
1.0.0
(default):2.0.0
: New split API (https://tensorflow.org/datasets/splits)
Statistics
Split | Examples |
---|---|
ALL | 13,320 |
TRAIN | 9,624 |
TEST | 3,696 |
Features
FeaturesDict({
'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=101),
'video': Video(Image(shape=(None, None, 3), dtype=tf.uint8)),
})
Homepage
Citation
@article{DBLP:journals/corr/abs-1212-0402,
author = {Khurram Soomro and
Amir Roshan Zamir and
Mubarak Shah},
title = { {UCF101:} {A} Dataset of 101 Human Actions Classes From Videos in
The Wild},
journal = {CoRR},
volume = {abs/1212.0402},
year = {2012},
url = {http://arxiv.org/abs/1212.0402},
archivePrefix = {arXiv},
eprint = {1212.0402},
timestamp = {Mon, 13 Aug 2018 16:47:45 +0200},
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1212-0402},
bibsource = {dblp computer science bibliography, https://dblp.org}
}