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ScenceRecognition

CTPN+CRNN

This project is besed on text-detection-ctpn and sceneReco.Because I don't have a Nvidia gpu,so this project is run on cpu mode.

environment

  • ubuntu16.04

  • anaconda3

  • opencv3

  • tensorflow

  • pytorch

  • warp_ctc_pytorch

about paper

CTPN:Detecting Text in Natural Image with Connectionist Text Proposal Network

CRNN:An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition

How to use

There has three directories and a file at the root directory of this project:

type name description
directory ctpn the module of ctpn
directory crnn the module of crnn
directory imgs the images that will be processed
file demo.py the main function of this project

First

Download the model for crnn from baidu yun:here.Then put it into crnn/models

Second

There are two methods to run this project.

  • If you have many images to be recognized,you can put them into imgs/ and run python demo.py

  • If you only have one or two images to be recognized,you can just run python demo.py image1 image2 ...

Demo