forked from p71924506/PulseFocusPlatform
24 lines
1.5 KiB
Markdown
24 lines
1.5 KiB
Markdown
# Learning Data Augmentation Strategies for Object Detection
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## Introduction
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- Learning Data Augmentation Strategies for Object Detection: [https://arxiv.org/abs/1906.11172](https://arxiv.org/abs/1906.11172)
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```
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@article{Zoph2019LearningDA,
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title={Learning Data Augmentation Strategies for Object Detection},
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author={Barret Zoph and Ekin Dogus Cubuk and Golnaz Ghiasi and Tsung-Yi Lin and Jonathon Shlens and Quoc V. Le},
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journal={ArXiv},
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year={2019},
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volume={abs/1906.11172}
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}
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```
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## Model Zoo
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| Backbone | Type | AutoAug policy | Image/gpu | Lr schd | Inf time (fps) | Box AP | Mask AP | Download | Configs |
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| :---------------------- | :-------------:| :-------: | :-------: | :-----: | :------------: | :----: | :-----: | :----------------------------------------------------------: | :-----: |
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| ResNet50-vd-FPN | Faster | v1 | 2 | 3x | 22.800 | 39.9 | - | [model](https://paddlemodels.bj.bcebos.com/object_detection/faster_rcnn_r50_vd_fpn_aa_3x.tar) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/static/configs/autoaugment/faster_rcnn_r50_vd_fpn_aa_3x.yml) |
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| ResNet101-vd-FPN | Faster | v1 | 2 | 3x | 17.652 | 42.5 | - | [model](https://paddlemodels.bj.bcebos.com/object_detection/faster_rcnn_r101_vd_fpn_aa_3x.tar) | [config](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1/static/configs/autoaugment/faster_rcnn_r101_vd_fpn_aa_3x.yml) |
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