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20 public repositories
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本项目实现了ocr主流算法gru/lstm+ctc+cnn架构,进行不定长度验证码识别,达到不分割字符而识别验证码内容的效果。验证码内容包含了大小字母以及数字,并增加点、线、颜色、位置、字体等干扰项。本项目对gru +ctc+cnn、lstm+ctc+cnn、cnn三种架构进行了对比,实践说明同等训练下gru/lstm+ctc+cnn架构准确率和速度均明显优于cnn架构,gru +ctc+cnn优于lstm+ctc+cnn,在实验2500个样本数据200轮训练时,gru +ctc+cnn架构在500样本测试准确率达90.2%。本项目技术能够训练长序列的ocr识别,更换数据集和相关调整,即可用于比如身份证号码、车牌、手机号、邮编等识别任务,也可用于汉字识别。
Updated
Aug 15, 2018
Python
[python3.6] 运用tf实现自然场景文字检测,keras/pytorch实现ctpn+crnn+ctc实现不定长场景文字OCR识别
Updated
Jun 7, 2018
Python
ctpn+crnn Scene character recognition
Updated
Mar 28, 2018
Python
use ctpn detect id cards and printed transfer orders then crnn discern them
Updated
Jun 6, 2018
Python
A distributed visual search and visual data analytics platform.
Updated
Nov 17, 2018
Python
Perform image segmentation and background removal in javascript using superpixes
Updated
Jun 24, 2017
JavaScript
Implementation of our paper 'PixelLink: Detecting Scene Text via Instance Segmentation' in AAAI2018
Updated
May 7, 2018
Python
基于CTPN(tensorflow)+CRNN(pytorch)+CTC的不定长文本检测和识别
Updated
Nov 20, 2018
Python
Updated
Nov 13, 2018
Jupyter Notebook
CRNN with attention to do OCR,add Chinese recognition
Updated
Oct 1, 2018
Python
text detection mainly based on ctpn model in tensorflow, id card detect, connectionist text proposal network
Updated
Aug 21, 2018
Python
CTPN + DenseNet + CTC based end-to-end Chinese OCR implemented using tensorflow and keras
Updated
Oct 8, 2018
Python
Updated
Sep 29, 2018
Jupyter Notebook
Chinese text detection and recognition based on CTPN + DENSENET using Keras and Tensor Flow,使用keras和tensorflow基于CTPN+Densenet实现的中文文本检测和识别
Updated
Nov 22, 2018
Python
CNN+LSTM+CTC based OCR implemented using tensorflow.
Updated
Apr 24, 2018
Python
Convolutional Recurrent Neural Network (CRNN) for image-based sequence recognition.
Extremely simple implement for CRNN by Tensorflow
Updated
Nov 30, 2018
Python
A tensorflow implementation of EAST text detector
AdvancedEAST is an algorithm used for Scene image text detect, which is primarily based on EAST, and the significant improvement was also made, which make long text predictions more accurate.
Updated
Sep 4, 2018
Python
ocr, cnn+lstm+ctc, crnn, recognition model, tensorflow
Updated
Nov 23, 2018
Python
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