Book a Demo!
CoCalc Logo Icon
StoreFeaturesDocsShareSupportNewsAboutPoliciesSign UpSign In
Aniket025
GitHub Repository: Aniket025/Medical-Prescription-OCR
Path: blob/master/Model-3/ocr/words.pyc
426 views
�
�Zc@shdZddlZddljZddlZddlTd�Zd�Z	d�Z
d�Zd	�ZdS(
s@
Detect words on the page
return array of words' bounding boxes
i����Ni(t*cCsvtj|dd�}t|�}tj|ddtj�\}}tj|tjtjdtj	��}t
||�S(s$ Detecting the words bounding boxes ii
i2i�i(ii(ii(tcv2tGaussianBlurt
edgeDetectt	thresholdt
THRESH_BINARYtmorphologyExtMORPH_CLOSEtnptonestuint8t
textDetect(timagetblurredtedgeImgtrettbwImage((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyt	detections!c	Cs�tjtjt|dd�dd�df�t|dd�dd�df�t|dd�dd�df�g�dd�S(sQ
    Edge detection
    Sobel operator is applied for each image layer (RGB)
    Niiitaxis(RtmaxtarraytsobelDetect(tim((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyRs."cCsetj|tjdd�}tj|tjdd�}tj||�}d||dk<tj|�S(s Sobel operator iii�(RtSobeltCV_16SRthypotR
(tchanneltsobelXtsobelYtsobel((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyR!s
cCs�t|d�}t|d�}tj|jtj�}tjtj|�tjtj	�\}}}d}tj
ddddg�}	tj|tj�}|j�}
t
|
dd�tj|
|ddd�t
|
dd�tjd	|
�x�|dkr�|d
kr�tj||�\}}}
}tj|||dtj�||||�|||
�f}ttj|��|
|}|dkrwd|
ko�dknrwd
|ko�dknrwtj|||f||
||fdd�||||�|||
�f}t
|dd|�tjd||�tj|	tj
||||
||g�f�}	n|d7}q�Wt
|dd�tjd|�|	jt|d��jtj�}|dS(s Text detection using contours i�ittsAll contoursi����i�itchecks	check.jpgi(g�������?ii�iscontours %sscheck%s.jpgisBounding rectangless
check2.jpg(ii�i(i�i�i�(ii�i(tresizeRtzerostshapeR
RtfindContourstcopyt
RETR_CCOMPtCHAIN_APPROX_SIMPLERtcvtColortCOLOR_GRAY2RGBtimplttdrawContourstimwritetboundingRecttFILLEDtfloattcountNonZerot	rectangletvstacktdottratiotastypetint64(timgRtsmall_2tsmalltmasktim2tcntt	hierarchytindext
boundingBoxest
small_copytxtytwthtmaskROItrtcrop_imgtbBoxes((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyR*s8-$D-$5$cCs�tjtjdt�tj�}t|d�}t|d�}tjdtj�}tj	|tj
|dd�}tj||dd�}tj|tj
d�}tj|d|j�dd�\}}tj|�}tj||�}tj|�\}}	|	d	7}	d|	|dk<tj||	�}	t|	d
d�|j�}
tj|tj�}xwtj|	�D]f}|dkr�qnntj|jdd
�}
d|
|	|k<tj|
j�tjtj�d}t|dtj�}tj|�\}}}}tj|
|ddtj�|
|||�|||�f}t tj!|��||}|dkrnd|ko�dknrnd|ko�dknrntj"|
||f||||fdd�qnqnWt|
�dS(s7 Text detection using watershed algorithm - NOT IN USE sdata/textdet/%s.jpgi�it
iterationsig{�G�z�?i�iiRtMarkerstdtypeR
i����tkeyg�������?i�ii�iN(ii(i�i�i�(ii�i(#RR'timreadtIMGt
COLOR_BGR2RGBR RR	R
Rt
MORPH_OPENtdilatetdistanceTransformtDIST_L2RRtsubtracttconnectedComponentst	watershedR)R$tCOLOR_BGR2GRAYtuniqueR!R"R#t
RETR_EXTERNALR&tcontourAreaR,R*R-R.R/R0(tthreshR6tkerneltopeningtsure_bgtdist_transformRtsure_fgtunknowntmarkersRtgraytmarkR9tcntstcR@RARBRCRDRE((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyttextDetectWatershedVsF	
$D4(
t__doc__tnumpyRtmatplotlib.pyplottpyplottpltRthelpersRRRRRf(((s9/Users/Piyush_Jena/Documents/Opensoft/MASTER/ocr/words.pyt<module>s
		
			,