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crnn's Introduction

A PyTorch implementation of CRNN

CTC

  • torch.nn.CTCLoss()
  • warpctc_pytorch.CTCLoss()

Compare torch.nn.CTCLoss & warpctc_pytorch.CTCLoss

Note: by default torch.nn.CTCLoss: reduction = 'mean' which means you should set size_average=True in warpctc_pytorch.CTCLoss

CTC Method preds.device labels.device cudnn result
nn.CTCLoss cuda cuda False normal
nn.CTCLoss cuda cuda True cudnn_ctc_loss error
nn.CTCLoss cuda cpu True NaN
nn.CTCLoss cpu cpu True/False normal but slowly
warpctc.CTCLoss cuda cuda True/False segmentation fault
warpctc.CTCLoss cuda cpu True/False normal
warpctc.CTCLoss cpu cpu True/False normal

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