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How can I reproduce ICDAR13 acc? #21

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lironghua318 opened this issue Jan 15, 2020 · 6 comments
Open

How can I reproduce ICDAR13 acc? #21

lironghua318 opened this issue Jan 15, 2020 · 6 comments

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@lironghua318
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When I train with ICDAR13 dataset with default config file, the train acc reach 1 quickly, but val acc is very low , which means overfitting .
So how can i reproduce the result on ICDAR2013?
thx

@lironghua318
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And pretrained model trained on which datasets?

@Pay20Y
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Pay20Y commented Jan 15, 2020

Directly only trained on ICDAR13 is not suitable, since there are too few images. You can trained on SynthText and Synth90K which can be found here. And you can finetune the model on ICDAR2013 but it is optional.

@lironghua318
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I will try the dataset,thx

@lironghua318
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lironghua318 commented Jan 19, 2020

I can't get 0.918 acc, just 0.889
Even when I test with your pretrained model, the ICDAR13 acc is 0.8928? not 0.918
can you offer more details?
my batch size is 64
i can reproduce SVTP and ICDAR2015

@lironghua318
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lironghua318 commented Jan 19, 2020

I finetune the model on ICDAR2013 and train for 625 iters and get 0.914acc

@Pay20Y
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Pay20Y commented Jan 19, 2020

I'm so sorry. I checked it again. The accuracy 91.8 is achieved on ICDAR13-857 not 1015.

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