Animal Pose Dataset
Load Animal Pose Dataset in Python fast. 5,517 keypoint-labeled animal data samples from 5 categories. Stream Animal Pose Dataset while training ML models.
Animal Pose Dataset
What is Animal Pose Dataset?
The Animal Pose dataset contains 5,517 keypoint-labeled animal data samples from 5 categories scattered throughout 4000 photographs. After annotation, there are more than 20 keypoints. In addition, the dataset includes only-bounding-box annotations for further 7 animal types. A collection of animal poses may be utilized for a unique cross-domain adaption strategy to transfer animal pose knowledge from labeled animal classes to unlabeled animal classes.
Download Animal Pose Dataset in Python
Instead of downloading the Animal Pose dataset in Python, you can effortlessly load it in Python via our open-source package Hub with just one line of code.
Load Animal Pose Dataset with Keypoint in Python
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import hub
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ds = hub.load('hub://activeloop/animal-pose-keypoint-labeled')
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Load Animal Pose Dataset without Keypoint in Python
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import hub
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ds = hub.load('hub://activeloop/animal-pose-keypoint-unlabeled')
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Animal Pose Dataset Structure
Animal Pose Data Fields
For Pose Estimation with Keypoints
- images: tensor containing the images.
- box/boxes: tensor containing the bounding box coordinates.
- box/supercategories: tensor containing the numerical label that represents the index of the supercategory in the list.
- box/categories: tensor containing the numerical label that represents the index of the category in the list.
- keypoint/keypoints: tensor containing the the keypoints.
- keypoint/supercategories: tensor containing the numerical label that represents the index of the supercategory in the list.
- keypoint/categories: tensor containing the numerical label that represents the index of the category in the list.
For Pose Estimation without Keypoints
- images: tensor containing the images.
- box/boxes: tensor containing the bounding box coordinates.
- box/labels: tensor containing the numerical label that represents the index of the category in the list.
How to use Animal Pose Dataset with PyTorch and TensorFlow in Python
Train a model on Animal Pose dataset with PyTorch in Python
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dataloader = ds.pytorch(num_workers=0, batch_size=4, shuffle=False)
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Train a model on Animal Pose Dataset with TensorFlow in Python
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dataloader = ds.tensorflow()
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Animal Pose Dataset Creation
Source Data
The start point of the dataset is a collection of PASCAL 2011 keypoint annotations supplied by UC, Berkeley, to which additional annotations and photos were contributed. Some of the photos are taken from the Animals-10 dataset.
Additional Information about Animal Pose Dataset
Animal Pose Dataset Description
- Point of Contact: [email protected]
Animal Pose Dataset Curators
Jinkun Cao, Hongyang Tang, Hao-Shu Fang, Xiaoyong Shen, Cewu Lu, Yu-Wing Tai
Animal Pose Dataset Licensing Information
Hub users may have access to a variety of publicly available datasets. We do not host or distribute these datasets, vouch for their quality or fairness, or claim that you have a license to use the datasets. It is your responsibility to determine whether you have permission to use the datasets under their license. If you're a dataset owner and do not want your dataset to be included in this library, please get in touch through a GitHub issue. Thank you for your contribution to the ML community!
Animal Pose Dataset Citation Information
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@inproceedings{cao2019cross,
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title={Cross-domain adaptation for animal pose estimation},
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author={Cao, Jinkun and Tang, Hongyang and Fang, Hao-Shu and Shen, Xiaoyong and Lu, Cewu and Tai, Yu-Wing},
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booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
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pages={9498--9507},
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year={2019}
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}
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Last modified 27d ago
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Contents
Animal Pose Dataset
What is Animal Pose Dataset?
Download Animal Pose Dataset in Python
Load Animal Pose Dataset with Keypoint in Python
Load Animal Pose Dataset without Keypoint in Python
Animal Pose Dataset Structure
How to use Animal Pose Dataset with PyTorch and TensorFlow in Python
Animal Pose Dataset Creation
Additional Information about Animal Pose Dataset
Animal Pose Dataset Description