CARPK Dataset
Load CARPK dataset in Python fast with one line of code. Drone photos of 90,000 parked cars. Stream CARPK Dataset while training models in PyTorch & TensorFlow.
CARPK dataset
What is CARPK Dataset?
About 90,000 automobiles gathered by drone photography from four parking lots were assembled into the Car Parking Lot Dataset (CARPK) dataset. The photographs were taken by a drone from a height of around 40 meters. CARPK dataset is a large-scale dataset with an emphasis on automobile counts in various parking lots. Each car's bounding box is marked on the image set (with the top-left and bottom-right points of each named bounding box precisely denoted).
Download CARPK Dataset in Python
Instead of downloading the CARPK dataset in Python, you can effortlessly load it in Python via our open-source package Hub with just one line of code.
Load CARPK Dataset Training Subset in Python
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import hub
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ds = hub.load("hub://activeloop/carpk-train")
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Load CARPK Dataset Testing Subset in Python
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import hub
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ds = hub.load("hub://activeloop/carpk-test")
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CARPK Dataset Structure
CARPK Data Fields
- image: tensor containing the image.
- boxes: tensor to identify cars using bounding box.
- labels: tensor to label identifies object as car.
CARPK Data Splits
How to use CARPK Dataset with PyTorch and TensorFlow in Python
Train a model on CARPK 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 CARPK dataset with TensorFlow in Python
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dataloader = ds.tensorflow()
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Additional Information about CARPK Dataset
CARPK Dataset Description
- Repository: N/A
- Paper: Meng-Ru Hsieh, Yen-Liang Lin, Winston H. Hsu. Drone-based Object Counting by Spatially Regularized Regional Proposal Networks, ICCV 2017
- Point of Contact: N/A
CARPK Dataset Curators
Meng-Ru Hsieh, Yen-Liang Lin, Winston H. Hsu
CARPK 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!
CARPK Dataset Citation Information
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@inproceedings{Hsieh_2017_ICCV,
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Author = {@inproceedings{Hsieh_2017_ICCV,
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Author = {Meng-Ru Hsieh and Yen-Liang Lin and Winston H. Hsu},
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Booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
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Title = {Drone-based Object Counting by Spatially Regularized Regional Proposal Networks},
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Year = {2017},
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organization={IEEE}
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}},
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Booktitle = {The IEEE International Conference on Computer Vision (ICCV)},
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Title = {Drone-based Object Counting by Spatially Regularized Regional Proposal Networks},
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Year = {2017},
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organization={IEEE}
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}
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CARPK Dataset FAQs
What is the CARPK dataset for Python?
CARPK dataset is a collection of approximately 90,000 cars in 4 distinct parking lots photographed by drones. The (PHANTOM 3 PROFESSIONAL). The photos were taken utilizing a robot at a tallness of around 40 meters. Every vehicle's jumping enclose is labeled the picture set. The upper left and base right places of all assigned bouncing boxes have been fastidiously recorded.
How to download the CARPK dataset in Python?
You can load CARPK dataset fast with one line of code using the open-source package Activeloop Hub in Python. See detailed instructions on how to load CARPK dataset training subset and how to load CARPK dataset testing subset in Python.
How can I use CARPK dataset in PyTorch or TensorFlow?
You can stream CARPK dataset while training a model in PyTorch or TensorFlow with one line of code using the open-source package Activeloop Hub in Python. See detailed instructions on how to train a model on CARPK dataset with PyTorch in Python or train a model on CARPK dataset with TensorFlow in Python.
Last modified 27d ago
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Contents
CARPK dataset
What is CARPK Dataset?
Download CARPK Dataset in Python
Load CARPK Dataset Training Subset in Python
Load CARPK Dataset Testing Subset in Python
CARPK Dataset Structure
How to use CARPK Dataset with PyTorch and TensorFlow in Python
Additional Information about CARPK Dataset
CARPK Dataset Description
CARPK Dataset FAQs