Visdrone-DET Dataset
Load Visdrone-DET Dataset in Python fast. 288 video clips composed of 261,908 frames and 10,209 static photos. Stream Visdrone-DET while training ML models.
Visdrone-DET Dataset
What is Visdrone-DET Dataset?
The AISKYEYE team at Tianjin University Lab of Machine Learning and Data Mining has gathered the data for the VisDrone2019 benchmark dataset. It is designed to promote the integration of vision and drones.
The benchmark dataset consists of 288 video clips composed of 261,908 frames and 10,209 static photos collected by several drone-mounted cameras, encompassing a wide variety of features such as location (taken from 14 different cities separated by thousands of kilometres in China), environment (urban and country), objects (pedestrian, automobiles, bicycles, etc.), and density (sparse and crowded scenes). It should be noted that the dataset was gathered utilising a variety of drone platforms (i.e., drones of various types), in a variety of settings, and under a variety of weather and lighting circumstances.
Download Visdrone-DET Dataset in Python
Instead of downloading the Visdrone-DET dataset in Python, you can effortlessly load it in Python via our open-source package Hub with just one line of code.
Load Visdrone-DET Dataset Training Subset in Python
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import hub
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ds = hub.load("hub://activeloop/visdrone-det-train")
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Load Visdrone-DET Dataset Testing Subset in Python
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import hub
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ds = hub.load("hub://activeloop/visdrone-det-test")
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Load Visdrone-DET Dataset Validation Subset in Python
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import hub
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ds = hub.load("hub://activeloop/visdrone-det-val")
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Load Visdrone-DET Dataset Testing-DEV Subset in Python
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import hub
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ds = hub.load("hub://activeloop/visdrone-det-test-dev")
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Visdrone-DET Dataset Structure
Visdrone-DET Data Fields
- image: tensor containing the image.
- label: tensor representing the object detected.
- boxes: tensor representing bounding box for the object of interest
Visdrone-DET Data Splits
- Visdrone-DET training split comprises 6471 images.
- Visdrone-DET testing split comprises 548 images.
- Visdrone-DET validation split comprises 1580 images.
- Visdrone-DET test-dev split comprises 1610 images.
How to use Visdrone-DET Dataset with PyTorch and TensorFlow in Python
Train a model on Visdrone-DET 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 Visdrone-DET dataset with TensorFlow in Python
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dataloader = ds.tensorflow()
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Additional Information about Visdrone-DET Dataset
Visdrone-DET Dataset Description
- Paper: Zhu, Pengfei and Wen, Longyin and Du, Dawei and Bian, Xiao and Fan, Heng and Hu, Qinghua and Ling, Haibin: Detection and Tracking Meet Drones Challenge
Visdrone-DET Dataset Curators
Zhu, Pengfei and Wen, Longyin and Du, Dawei and Bian, Xiao and Fan, Heng and Hu, Qinghua and Ling, Haibin
Visdrone-DET 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!
Visdrone-DET Dataset Citation Information
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@ARTICLE{9573394,
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author={Zhu, Pengfei and Wen, Longyin and Du, Dawei and Bian, Xiao and Fan, Heng and Hu, Qinghua and Ling, Haibin},
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journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
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title={Detection and Tracking Meet Drones Challenge},
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year={2021},
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volume={},
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number={},
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pages={1-1},
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doi={10.1109/TPAMI.2021.3119563}}
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Last modified 27d ago
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Contents
Visdrone-DET Dataset
What is Visdrone-DET Dataset?
Download Visdrone-DET Dataset in Python
Load Visdrone-DET Dataset Training Subset in Python
Load Visdrone-DET Dataset Testing Subset in Python
Load Visdrone-DET Dataset Validation Subset in Python
Load Visdrone-DET Dataset Testing-DEV Subset in Python
Visdrone-DET Dataset Structure
How to use Visdrone-DET Dataset with PyTorch and TensorFlow in Python
Additional Information about Visdrone-DET Dataset
Visdrone-DET Dataset Description