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dbnet's Issues

why batch norm layer freeze?

in batch norm layer setting layer.trainable = False means freeze the layer, i.e. its internal state will not change during training: its trainable weights will not be updated during fit() or train_on_batch(), and its state updates will not be run,why batch norm freeze in train code?

dataset

您好,我测试了你开放的预训练模型,效果很好,我想自己训练下,wenmuzhou的检测提供了十几个数据集,您全用到了么?其中有很多弯曲文本的和阿拉伯文的数据集,想知道您训练用到了那几个数据集,我想复现训练下。

还有训练时,默认cpu训练么?如何修改为指定gpu啊,2.0的接口不太熟悉

which dataset was used?

Hi,
There are lots of dataset, which one was used for train?

 icdar2015
 MLT2019
 COCO-Text_v2
 ReCTS
 SROIE
 ArT
 LSVT
 Synth800k
 icdar2017rctw
 MTWI 2018
 百度中文场景文字识别
 mjsynth
 Synthetic Chinese String Dataset(360万中文数据集)
 英文识别数据大礼包

model performance

Can this project achieve the same accuracy and speed as official implement?

训练的时候是否需要指定batch_size呢

你好,我在train.py中看到model.fit( x=train_generator, steps_per_epoch=cfg.STEPS_PER_EPOCH, initial_epoch=cfg.INITIAL_EPOCH, epochs=cfg.EPOCHS, verbose=1, callbacks=callbacks, validation_data=val_generator, validation_steps=cfg.VALIDATION_STEPS )
其中fit函数并没指定batch_size,那么STEPS_PER_EPOCH依旧是数据集的大小,并没有除以batch_size吗;但是在generator中却有指定了batch_size,也就是说数据集会除以batch_size。那么在训练的过程是否会出现在同一个epoch中,队某个样本进行重复训练?

训练时会偶然地出现报错

训练时会时不时地报以下错误:
2020-12-06 16:33:17.421937: W tensorflow/core/kernels/data/generator_dataset_op.cc:103] Error occurred when finalizing GeneratorDataset iterator: Cancelled: Operation was cancelled
以及:
libpng warning: iCCP: known incorrect sRGB profile
libpng warning: iCCP: cHRM chunk does not match sRGB
加载的图片格式为JPG,但也有部分包含PNG的图片。
请问以上问题应该如何解决呢?

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