Towards Accurate Scene Text Recognition with Semantic Reasoning Networks

Unofficial PyTorch implementation of the paper, which integrates not only global semantic reasoning module but also parallel visual attention module and visual-semantic fusion decoder.the semanti reasoning network(SRN) can be trained end-to-end.

At present, the accuracy of the paper cannot be achieved. And i borrowed code from deep-text-recognition-benchmark

model

SRN.png

Feature

• predict the character at once time
• DistributedDataParallel training

Requirements

Pytorch >= 1.1.0

Test

coming soon ...

Train

coming soon ...

Reference

1. bert_ocr.pytorch
2. deep-text-recognition-benchmark
3. 2D Attentional Irregular Scene Text Recognizer
4. Towards Accurate Scene Text Recognition with Semantic Reasoning Networks