Path: blob/master/Model-3/ocr/words.pyc
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� �Zc @ sh d Z d d l Z d d l j Z d d l Z d d l Td � Z d � Z d � Z d � Z d � Z d S( s@ Detect words on the page return array of words' bounding boxes i����Ni ( t *c C sv t j | d d � } t | � } t j | d d t j � \ } } t j | t j t j d t j � � } t | | � S( s$ Detecting the words bounding boxes i i i2 i� i ( i i ( i i ( t cv2t GaussianBlurt edgeDetectt thresholdt THRESH_BINARYt morphologyExt MORPH_CLOSEt npt onest uint8t textDetect( t imaget blurredt edgeImgt rett bwImage( ( s9 /Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyt detection s !c C s� t j t j t | d d � d d � d f � t | d d � d d � d f � t | d d � d d � d f � g � d d �S( sQ Edge detection Sobel operator is applied for each image layer (RGB) Ni i i t axis( R t maxt arrayt sobelDetect( t im( ( s9 /Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyR s ."c C se t j | t j d d � } t j | t j d d � } t j | | � } d | | d k <t j | � S( s Sobel operator i i i� ( R t Sobelt CV_16SR t hypotR ( t channelt sobelXt sobelYt sobel( ( s9 /Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyR ! s c C s� t | d � } t | d � } t j | j t j � } t j t j | � t j t j � \ } } } d } t j d d d d g � } t j | t j � } | j � } t | d d �t j | | d d d � t | d d �t j d | � x�| d k r�| d k r�t j | | � \ } } } } t j | | | d t j � | | | | � | | | � f } t t j | � � | | } | d k rwd | k o�d k n rwd | k o�d k n rwt j | | | f | | | | f d d � | | | | � | | | � f } t | d d | �t j d | | � t j | t j | | | | | | g � f � } n | d 7} q� Wt | d d �t j d | � | j t | d � � j t j � } | d S( s Text detection using contours i� i t ts All contoursi����i� i t checks check.jpgi( g�������?i i� i s contours %ss check%s.jpgi s Bounding rectangless check2.jpg( i i� i ( i� i� i� ( i i� i ( t resizeR t zerost shapeR R t findContourst copyt RETR_CCOMPt CHAIN_APPROX_SIMPLER t cvtColort COLOR_GRAY2RGBt impltt drawContourst imwritet boundingRectt FILLEDt floatt countNonZerot rectanglet vstackt dott ratiot astypet int64( t imgR t small_2t smallt maskt im2t cntt hierarchyt indext boundingBoxest small_copyt xt yt wt ht maskROIt rt crop_imgt bBoxes( ( s9 /Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyR * s8 -$D-$5$c C s� t j t j d t � t j � } t | d � } t | d � } t j d t j � } t j | t j | d d �} t j | | d d �} t j | t j d � } t j | d | j � d d � \ } } t j | � } t j | | � } t j | � \ } } | d 7} d | | d k <t j | | � } t | d d �| j � } t j | t j � } xwt j | � D]f} | d k r�qnn t j | j d d �} d | | | k <t j | j � t j t j � d } t | d t j �} t j | � \ } } } } t j | | d d t j � | | | | � | | | � f } t t j! | � � | | } | d k rnd | k o�d k n rnd | k o�d k n rnt j"