项目作者: raho0

项目描述 :
ocr with cnn
高级语言: Jupyter Notebook
项目地址: git://github.com/raho0/ocr.git
创建时间: 2021-01-25T21:05:41Z
项目社区:https://github.com/raho0/ocr

开源协议:

下载


ocr

Optical Character Recognition with Convolutional Neural Network

Dataset: “The Chars74K dataset

Model:

CNN with Full Connected Layer:

Accuracy: 0.785204, Precision: 0.727322, Recall: 0.688245, F1 score: 0.688636


CNN with Global Avarege Pooling:

Accuracy: 0.783258, Precision: 0.732063, Recall: 0.684353, F1 score: 0.677853


CNN with SVM:

Accuracy: 0.784555, Precision: 0.603409, Recall: 0.629025, F1 score: 0.603817