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A deep learning-based ensemble method for helmet-wearing detection

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A deep learning-based ensemble method for helmet-wearing detection

demo code for paper "A deep learning-based ensemble method for helmet-wearing detection"

Requirements

  • Tensorflow 1.12
  • Python 3.7

Usage

python train.py --logtostderr --train_dir=training/ --pipeline_config_path=training/faster_rcnn_inception_v2_coco.config

python export_inference_graph.py \ --input_type image_tensor \ --pipeline_config_path training/faster_rcnn_inception_v2_coco.config \ --trained_checkpoint_prefix training/model.ckpt-60000 \ --output_directory training/1

Cite

@article{fan2020deep,
  title={A deep learning-based ensemble method for helmet-wearing detection},
  author={Fan, Zheming and Peng, Chengbin and Dai, Licun and Cao, Feng and Qi, Jianyu and Hua, Wenyi},
  journal={PeerJ Computer Science},
  volume={6},
  pages={e311},
  year={2020},
  publisher={PeerJ Inc.}
}

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A deep learning-based ensemble method for helmet-wearing detection


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