From 6fde5fba87aaf2f2ad8c4af08a59454f06d8dc30 Mon Sep 17 00:00:00 2001
From: Samo Penic <samo.penic@gmail.com>
Date: Sat, 17 Nov 2018 12:28:39 +0000
Subject: [PATCH] Improving the robustness of all three algorithms. Again...
---
Ocr.py | 62 ++++++++++++++++++++++++++++---
1 files changed, 56 insertions(+), 6 deletions(-)
diff --git a/Ocr.py b/Ocr.py
index 0da4497..f4447e5 100644
--- a/Ocr.py
+++ b/Ocr.py
@@ -1,17 +1,20 @@
from pyzbar.pyzbar import decode
-from sid_process import enhanceSID
+from sid_process import getSID
import cv2
import numpy as np
import math
class Paper:
- def __init__(self, filename=None):
+ def __init__(self, filename=None, sid_classifier=None, settings=None):
self.filename = filename
self.invalid = None
self.QRData = None
+ self.settings={'answer_treshold':0.25,} if settings is None else settings
self.errors = []
self.warnings = []
+ self.sid=None
+ self.sid_classifier = sid_classifier
if filename is not None:
self.loadImage(filename)
self.runOcr()
@@ -137,8 +140,8 @@
loc_filtered_x, loc_filtered_y = zip(
*sorted(zip(loc_filtered_x, loc_filtered_y))
)
- # loc=[loc_filtered_y,loc_filtered_x]
- # remove duplicates
+ # loc=[loc_filtered_y,loc_filtered_x]
+ # remove duplicates
a = np.diff(loc_filtered_x) > 40
a = np.append(a, True)
loc_filtered_x = np.array(loc_filtered_x)
@@ -213,5 +216,52 @@
self.answerMatrix.append(oneline)
def get_enhanced_sid(self):
- es= enhanceSID(self.img[int(0.04*self.imgHeight):int(0.08*self.imgHeight), int(0.7*self.imgWidth):int(0.99*self.imgWidth)])
- cv2.imwrite("enhancedSID.png",es)
\ No newline at end of file
+ if self.sid_classifier is None:
+ return "x"
+ if self.settings is not None:
+ sid_mask=self.settings.get("sid_mask", None)
+ es,err,warn = getSID(
+ self.img[
+ int(0.04 * self.imgHeight) : int(0.095 * self.imgHeight),
+ int(0.7 * self.imgWidth) : int(0.99 * self.imgWidth),
+ ],
+ self.sid_classifier,
+ sid_mask
+ )
+ [self.errors.append(e) for e in err]
+ [self.warnings.append(w) for w in warn]
+ return es
+
+
+ def get_code_data(self):
+ qrdata = bytes.decode(self.QRData, 'utf8')
+ if self.QRDecode[0].type=='EAN13':
+ return {'exam_id': int(qrdata[0:7]),
+ 'page_no': int(qrdata[7]),
+ 'paper_id': int(qrdata[-5:-1]),
+ 'faculty_id': None,
+ 'sid': None
+ }
+ else:
+ data=qrdata.split(',')
+ retval={'exam_id': int(data[1]),
+ 'page_no': int(data[3]),
+ 'paper_id':int(data[2]),
+ 'faculty_id':int(data[0]),
+ }
+ if(len(data)>4):
+ retval['sid']=data[4]
+
+ return retval
+
+ def get_paper_ocr_data(self):
+ data=self.get_code_data()
+ data['qr']=self.QRData
+ data['errors']=self.errors
+ data['warnings']=self.warnings
+ data['up_position']=(list(self.xMarkerLocations[1]/self.imgWidth), list(self.yMarkerLocations[1]/self.imgHeight))
+ data['right_position']=(list(self.xMarkerLocations[1]/self.imgWidth), list(self.yMarkerLocations[1]/self.imgHeight))
+ data['ans_matrix']=((np.array(self.answerMatrix)>self.settings['answer_treshold'])*1).tolist()
+ if data['sid'] is None:
+ data['sid']=self.get_enhanced_sid()
+ return data
--
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