Book a Demo!
CoCalc Logo Icon
StoreFeaturesDocsShareSupportNewsAboutPoliciesSign UpSign In
Aniket025
GitHub Repository: Aniket025/Medical-Prescription-OCR
Path: blob/master/Model-5/ocr/normalization.pyc
427 views
�
M!�Zc@s�dZddlZddlZddlZddlTd�Zdedd�Zedd	�Z	d
�Z
d�Zddd
��YZd�Z
eeded�Zdd�Zeed�ZdS(s{
Include functions for normalizing images of words and letters
Main functions: imageNorm, letterNorm, imageStandardization
i����Ni(t*cCs7|tj|�ttj|�dtj|j��S(sB Image standardization same as tf.image.per_image_standardization g�?(tnptmeantmaxtstdtmathtsqrttsize(timage((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pytimageStandardization
si2icCstj||dtj�\}}d}d}|jd}|jd}	xJt|jd�D]5}
tj||
dd�f�dkr[|
}Pq[q[WxTtt|jd��D]9}
tj||
dd�f�dkr�|
d}	Pq�q�WxJt|jd�D]5}
tj|dd�|
f�dkr�|
}Pq�q�WxTtt|jd��D]9}
tj|dd�|
f�dkrR|
d}PqRqRW|dkr�t|||	�||�f|t	�}n|||	�||�f}|rtj
|dd||tjddddg�S|S(s: Crop and add border to word image of letter segmentation i�iiNtvalue(tcv2t	thresholdt
THRESH_TOZEROtshapetrangeRt
count_nonzerotreversedtresizetTruetcopyMakeBordertBORDER_CONSTANT(timgtheightRtbordert
borderSizetrettx0ty0tx1ty1ti((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt
cropAddBorders:!

% %
% %
+	c	Cstj|dddd�}tj|dtjdd�}|dk	rd}tjd	�|D��}|dkr�tjg|D]<}|ddd
ks�|dddkr~|dd^q~�}n|dkr|d
ks�|dkrt|||�}qnt	||d||�S(
s+ Detect the angle for tiltByAngle function i2i�tapertureSizeiii�iicss=|]3}|dddks1|dddkrdVqdS(iigffffff�?g������@N((t.0tl((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pys	<genexpr>Asgffffff�?g������@N(
RtCannyt
HoughLinesRtpitNonetsumRttiltByAngleR (	RRRRtedgestlinest	meanAngletnumLinesR#((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pytwordTilt9sU$cCstj|�|}t|d�}tjddgd|g||g|dgg�}|dkr�tjddg||g|||g|dgg�}n8tj|dgd|g||g||dgg�}tj||�}tj||t|t|��|f�S(s Tilt the image by given angle i(	Rttantlentfloat32RtgetPerspectiveTransformtwarpPerspectivetinttabs(RtangleRtdisttwidthtsPointsttPointstM((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyR)Ks3	
		cCsetj|tjdd�}tj|tjdd�}tj||�}d||dk<tj|�S(s The Sobel Operatoriii�(RtSobeltCV_16SRthypottuint8(tchanneltsobelXtsobelYtsobel((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pytsobelDetectbs
tHysterThreshcBs,eZd�Zd�Zd�Zd�ZRS(cCs�d|}tjtj|tj|�dtj�tj|�tj|�ddtj�}tj|j�dddg�\}}tj|�d|_	tj|�d|_
d|j	|_||_tj
|jd|j�|_dS(Ni�tdtypeiiiAi((RtasarraytminR1RR4t	histogramtraveltargmaxthightlowtdiffRtzerosRRFtim(tselfRthisttbins((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt__init__ms
U'	cCs|j�tj|j�S(N(thysterRR?RP(RQ((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pytgetImageys
cCs|jj\}}x�t|d|d�D]�}x�t|d|d�D]�}||koedknrH||ko�dknrH|j||fdkrH|j|j||fko�|jknrH|j||f|j|j||f<|j||�qHqHWq*WdS(Niii(RRRRPRLRMRNt
hyster_rec(RQtrtcthtwtritci((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyRW}s/'cCs�|jj\}}x�t|�D]r}xit|�D][}|j||f|jkr2d|j||f<d|j||f<|j||�q2q2WqWdS(Ni�(RRRRLRPRW(RQRXRYR\R]((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyRU�s(t__name__t
__module__RTRVRWRU(((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyREls			cCs=tj|tj�}tj|ddd�}t|�j�S(s3 Word normalization using hystheresis thresholding iii(RtcvtColortCOLOR_RGB2GRAYtbilateralFilterRERV(RtgrayR((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt
hystImageNorm�scCs�t||t�}|r't|�}nZtj|ddd�}tj|tj�}t|�}	tj|	ddtj	�\}
}|r�t
||||�S|S(s?
    Preprocess image
    => resize, get edges, tilt world
    iii2i�(RRRdRRbR`RaRDRR
R.(RRRttiltRthystNormtthRRcR*R((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt	imageNorm�s!i8cCs�|jd|jdkrat|�|jd}tj|t||jd�|fdtj�St|�|jd}tj||t||jd�f�S|S(s/ Resize bigger side of the image to given size iit
interpolation(RtfloatRRR4tINTER_CUBIC(RRtrat((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pytresizeLetter�s0'cCso|rM|jddkrM|jddkrMt|dddddt�}n|}|jddkr�|jddkr�t|�}ntjd
tj�}ddg}|jd|jdkr�t|jd|jdd�d	g}n(d	t|jd|jdd�g}|||d|d|jd�|d|d|jd�f<|rk||jfS|S(s Preprocess an image - crop iiRRiPRi@ii(i@i@(RR tFalseRmRROR?R4(Rt	is_threshtdimtresizedtresulttoffset((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt
letterNorm�s,!&+(B
((t__doc__tnumpyRRRthelpersR	RR R.R)RDRERdRnRhRmRt(((sY/Users/Piyush_Jena/Documents/Opensoft/spell_correction/test_software/ocr/normalization.pyt<module>s
	'		
&