conq_hose_manipulation
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Mobile manipulation dataset
Split |
Examples |
'train' |
113 |
'val' |
26 |
FeaturesDict({
'episode_metadata': FeaturesDict({
'file_path': string,
}),
'steps': Dataset({
'action': Tensor(shape=(7,), dtype=float32),
'discount': Scalar(shape=(), dtype=float32),
'is_first': bool,
'is_last': bool,
'is_terminal': bool,
'language_embedding': Tensor(shape=(512,), dtype=float32),
'language_instruction': string,
'observation': FeaturesDict({
'frontleft_fisheye_image': Image(shape=(726, 604, 3), dtype=uint8),
'frontright_fisheye_image': Image(shape=(726, 604, 3), dtype=uint8),
'hand_color_image': Image(shape=(480, 640, 3), dtype=uint8),
'state': Tensor(shape=(66,), dtype=float32),
}),
'reward': Scalar(shape=(), dtype=float32),
}),
})
Feature |
Class |
Shape |
Dtype |
Description |
|
FeaturesDict |
|
|
|
episode_metadata |
FeaturesDict |
|
|
|
episode_metadata/file_path |
Tensor |
|
string |
|
steps |
Dataset |
|
|
|
steps/action |
Tensor |
(7,) |
float32 |
|
steps/discount |
Scalar |
|
float32 |
|
steps/is_first |
Tensor |
|
bool |
|
steps/is_last |
Tensor |
|
bool |
|
steps/is_terminal |
Tensor |
|
bool |
|
steps/language_embedding |
Tensor |
(512,) |
float32 |
|
steps/language_instruction |
Tensor |
|
string |
|
steps/observation |
FeaturesDict |
|
|
|
steps/observation/frontleft_fisheye_image |
Image |
(726, 604, 3) |
uint8 |
|
steps/observation/frontright_fisheye_image |
Image |
(726, 604, 3) |
uint8 |
|
steps/observation/hand_color_image |
Image |
(480, 640, 3) |
uint8 |
|
steps/observation/state |
Tensor |
(66,) |
float32 |
|
steps/reward |
Scalar |
|
float32 |
|
@misc{ConqHoseManipData,
author={Peter Mitrano and Dmitry Berenson},
title={Conq Hose Manipulation Dataset, v1.15.0},
year={2024},
howpublished={https://sites.google.com/view/conq-hose-manipulation-dataset}
}
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Last updated 2024-05-31 UTC.
[null,null,["Last updated 2024-05-31 UTC."],[],[],null,["# conq_hose_manipulation\n\n\u003cbr /\u003e\n\n- **Description**:\n\nMobile manipulation dataset\n\n- **Homepage** :\n \u003chttps://sites.google.com/corp/view/conq-hose-manipulation-dataset/home\u003e\n\n- **Source code** :\n [`tfds.robotics.rtx.ConqHoseManipulation`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/robotics/rtx/rtx.py)\n\n- **Versions**:\n\n - **`0.1.0`** (default): Initial release.\n- **Download size** : `Unknown size`\n\n- **Dataset size** : `2.72 GiB`\n\n- **Auto-cached**\n ([documentation](https://www.tensorflow.org/datasets/performances#auto-caching)):\n No\n\n- **Splits**:\n\n| Split | Examples |\n|-----------|----------|\n| `'train'` | 113 |\n| `'val'` | 26 |\n\n- **Feature structure**:\n\n FeaturesDict({\n 'episode_metadata': FeaturesDict({\n 'file_path': string,\n }),\n 'steps': Dataset({\n 'action': Tensor(shape=(7,), dtype=float32),\n 'discount': Scalar(shape=(), dtype=float32),\n 'is_first': bool,\n 'is_last': bool,\n 'is_terminal': bool,\n 'language_embedding': Tensor(shape=(512,), dtype=float32),\n 'language_instruction': string,\n 'observation': FeaturesDict({\n 'frontleft_fisheye_image': Image(shape=(726, 604, 3), dtype=uint8),\n 'frontright_fisheye_image': Image(shape=(726, 604, 3), dtype=uint8),\n 'hand_color_image': Image(shape=(480, 640, 3), dtype=uint8),\n 'state': Tensor(shape=(66,), dtype=float32),\n }),\n 'reward': Scalar(shape=(), dtype=float32),\n }),\n })\n\n- **Feature documentation**:\n\n| Feature | Class | Shape | Dtype | Description |\n|--------------------------------------------|--------------|---------------|---------|-------------|\n| | FeaturesDict | | | |\n| episode_metadata | FeaturesDict | | | |\n| episode_metadata/file_path | Tensor | | string | |\n| steps | Dataset | | | |\n| steps/action | Tensor | (7,) | float32 | |\n| steps/discount | Scalar | | float32 | |\n| steps/is_first | Tensor | | bool | |\n| steps/is_last | Tensor | | bool | |\n| steps/is_terminal | Tensor | | bool | |\n| steps/language_embedding | Tensor | (512,) | float32 | |\n| steps/language_instruction | Tensor | | string | |\n| steps/observation | FeaturesDict | | | |\n| steps/observation/frontleft_fisheye_image | Image | (726, 604, 3) | uint8 | |\n| steps/observation/frontright_fisheye_image | Image | (726, 604, 3) | uint8 | |\n| steps/observation/hand_color_image | Image | (480, 640, 3) | uint8 | |\n| steps/observation/state | Tensor | (66,) | float32 | |\n| steps/reward | Scalar | | float32 | |\n\n- **Supervised keys** (See\n [`as_supervised` doc](https://www.tensorflow.org/datasets/api_docs/python/tfds/load#args)):\n `None`\n\n- **Figure**\n ([tfds.show_examples](https://www.tensorflow.org/datasets/api_docs/python/tfds/visualization/show_examples)):\n Not supported.\n\n- **Examples**\n ([tfds.as_dataframe](https://www.tensorflow.org/datasets/api_docs/python/tfds/as_dataframe)):\n\nDisplay examples... \n\n- **Citation**:\n\n @misc{ConqHoseManipData,\n author={Peter Mitrano and Dmitry Berenson},\n title={Conq Hose Manipulation Dataset, v1.15.0},\n year={2024},\n howpublished={https://sites.google.com/view/conq-hose-manipulation-dataset}\n }"]]