- Description:
This data set contains roughly 44,000 examples of robot pushing motions, including one training set (train) and two test sets of previously seen (testseen) and unseen (testnovel) objects. This is the small 64x64 version.
Source code:
tfds.datasets.bair_robot_pushing_small.Builder
Versions:
2.0.0
(default): New split API (https://tensorflow.org/datasets/splits)
Download size:
30.06 GiB
Dataset size:
20.80 GiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
256 |
'train' |
43,264 |
- Feature structure:
Sequence({
'action': Tensor(shape=(4,), dtype=float32),
'endeffector_pos': Tensor(shape=(3,), dtype=float32),
'image_aux1': Image(shape=(64, 64, 3), dtype=uint8),
'image_main': Image(shape=(64, 64, 3), dtype=uint8),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
Sequence | ||||
action | Tensor | (4,) | float32 | |
endeffector_pos | Tensor | (3,) | float32 | |
image_aux1 | Image | (64, 64, 3) | uint8 | |
image_main | Image | (64, 64, 3) | uint8 |
Supervised keys (See
as_supervised
doc):None
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe):
- Citation:
@misc{1710.05268,
Author = {Frederik Ebert and Chelsea Finn and Alex X. Lee and Sergey Levine},
Title = {Self-Supervised Visual Planning with Temporal Skip Connections},
Year = {2017},
Eprint = {arXiv:1710.05268},
}