rockychan724 / SRN.Pytorch

Towards Accurate Scene Text Recognition with Semantic Reasoning Networks

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Towards Accurate Scene Text Recognition with Semantic Reasoning Networks

This is an unofficial implementation of SRN model for Pytorch.The model has reached the results in the paper on some datasets, and some datasets have not yet reached. Instead of training PVAM and other modules in stages as described in the paper, we train the model end-to-end. The whole project refers to Paddle-OCR.

Results

IIIT5K ic13_1015 ic03_867 ic15_1811 svt_647 svtp_645 cute80_288
94.6 92.4 94.0 80.0 91.7 83.4 84.0

Requirements

Pytorch >=1.2.0

Training

bash train.sh 

--train_data_dir is the train dataset, download the train dataset from ASTER

Eval

bash test.sh

--test_data_dir is the eval dataset path.

Reference

PaddleOCR
ASTER

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Towards Accurate Scene Text Recognition with Semantic Reasoning Networks


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