nowburn / Garbage_Classify

hw2019 -AI contest

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Garbage_Classify-2019华为云垃圾分类大赛

框架

  • tensorflow, keras

尝试的网络

  • NasNetLarge
  • SeResNext101
  • 模型融合

图像数据增强

  • 旋转, 水平翻转, 裁剪(by imgaug)
  • mixup-augmentation

训练技巧

  • label_smoothing
  • kernel_regularizer, activity_regularizer
  • EarlyStop
  • reduce_lr (ReduceLROnPlateau)

测试增强(TTA)

  • multi-crop

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hw2019 -AI contest


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Language:Python 99.4%Language:Shell 0.6%