عکس Ralireza
Persian Handwriting Digit RecognitionPython
موضوع‌ها
۰
فورک‌ها
۰
ستاره‌ها
۷
تاریخ ایجاد
۱۴ خرداد ۱۳۹۸
آخرین بروزرسانی
بیشتر از ۳ سال قبل
لایسنس
Apache License 2.0

                                           Python Dependencies Contributions welcome License

Classifier

  • knn
  • parzen-window
  • bayes
  • mlp
  • rbf
  • svm
  • random forest
  • decision tree

Feature Extractor

  • PCA
  • HOG
  • RESIZE

Report

Algorithm Feature-Selector Accuracy
KNN PCA 0.9926
KNN HOG 0.9889
KNN RESIZE 0.9933
parzen-window PCA 0.9852
parzen-window HOG 0.9927
parzen-window RESIZE 1
bayes PCA 0.9114
bayes HOG 0.8923
bayes RESIZE 0.9704
mlp PCA 0.9926
mlp HOG 0.9963
mlp RESIZE 0.20
rbf PCA 0.9926
rbf HOG 0.9926
rbf RESIZE 0.9852
svm PCA 0.9926
svm HOG 0.9852
svm RESIZE 0.9926
random forest PCA 0.9926
random forest HOG 0.9963
random forest RESIZE 0.9963
decision tree PCA 0.9889
decision tree HOG 1
decision tree RESIZE 0.9926

Usage

python3 PHDR.py -c [classifier] -f [feature-selector]

Help

 -h, --help            show this help message and exit
  -c CLASSIFIER, --classifier CLASSIFIER
                        knn parzen bayes mlp rbf rforest dtree svm
  -f FEATUESELECT, --featueselect FEATUESELECT
                        pca hog resize
  -v, --version         show program's version number and exit