diff --git a/1.png b/1.png deleted file mode 100644 index 58aa627..0000000 Binary files a/1.png and /dev/null differ diff --git a/Aadhaar.py b/Aadhaar.py index 5367f39..2fde0c7 100644 --- a/Aadhaar.py +++ b/Aadhaar.py @@ -1,25 +1,32 @@ -#!/usr/bin/env python3 # -*- coding: utf-8 -*- """ -Created on Thu Mar 20 00:16:35 2020 +Created on Fri Apr 24 20:01:19 2020 -@author: utsav +@author: Kshitija Surange """ + import cv2 from PIL import Image import pytesseract from pytesseract import Output import re + +import numpy as np +import math +from scipy import ndimage +import face_recognition +import uuid import os class Aadhaar_Card(): #Constructor def __init__(self,config = {'orient' : True,'skew' : True,'crop': True,'contrast' : True,'psm': [3,4,6],'mask_color': (0, 165, 255), 'brut_psm': [6]}): self.config = config - # Validates Aadhaar card numbers using Verhoeff Algorithm. + self.uuid=uuid.uuid4(); + # Validates Aadhar card numbers using Verhoeff Algorithm. # Fails if the fake number is generated using same Algorithm. - def validate(self,aadhaarNum): + def validate(self,aadharNum): mult = [[0, 1, 2, 3, 4, 5, 6, 7, 8, 9], [1, 2, 3, 4, 0, 6, 7, 8, 9, 5], [2, 3, 4, 0, 1, 7, 8, 9, 5, 6], [3, 4, 0, 1, 2, 8, 9, 5, 6, 7], [4, 0, 1, 2, 3, 9, 5, 6, 7, 8], [5, 9, 8, 7, 6, 0, 4, 3, 2, 1], @@ -32,13 +39,13 @@ def validate(self,aadhaarNum): try: - i = len(aadhaarNum) + i = len(aadharNum) j = 0 x = 0 while i > 0: i -= 1 - x = mult[x][perm[(j % 8)][int(aadhaarNum[i])]] + x = mult[x][perm[(j % 8)][int(aadharNum[i])]] j += 1 if x == 0: return 1 @@ -56,6 +63,8 @@ def extract(self, path): #("path of input image") self.image_path = path self.read_image_cv() if self.config['orient']: + self.cv_img = self.rotate(self.cv_img) + ''' try: self.cv_img = self.rotate(self.cv_img) @@ -67,6 +76,21 @@ def extract(self, path): #("path of input image") os.remove('1_temp.png') self.pil_img = self.pil_img.convert('RGBA') + ''' + + ''' + + try: + self.cv_img = self.rotate(self.cv_img) + except: + self.read_image_pil() + else: + self.cv_img.save('1_temp.png') + self.pil_img = Image.open('1_temp.png') + os.remove('1_temp.png') + + self.pil_img = self.pil_img.convert('RGBA') + ''' if self.config['skew']: print("skewness correction not available") @@ -75,38 +99,43 @@ def extract(self, path): #("path of input image") print("Smart Crop not available") if self.config['contrast']: - self.pil_img = self.contrast_image(self.pil_img ) + + self.cv_img = self.contrast_image(self.cv_img) + #self.pil_img = self.contrast_image(self.pil_img ) + print("correcting contrast") - aadhaars = set() + aadhars = set() for i in range(len(self.config['psm'])): - t = self.text_extractor(self.pil_img,self.config['psm'][i]) - anum = self.is_aadhaar_card(t) + t = self.text_extractor(self.cv_img,self.config['psm'][i]) + + anum = self.is_aadhar_card(t) + uid = self.find_uid(t) if anum != "Not Found" and len(uid) == 0: if len(anum) - anum.count(' ') == 12: - aadhaars.add(anum.replace(" ", "")) + aadhars.add(anum.replace(" ", "")) if anum == "Not Found" and len(uid) != 0: - aadhaars.add(uid[0].replace(" ", "")) + aadhars.add(uid[0].replace(" ", "")) if anum != "Not Found" and len(uid) != 0: if len(anum) - anum.count(' ') == 12: - aadhaars.add(anum.replace(" ", "")) + aadhars.add(anum.replace(" ", "")) #print(uid[0].strip()) - aadhaars.add(uid[0].replace(" ", "")) + aadhars.add(uid[0].replace(" ", "")) - return list(aadhaars) + return list(aadhars) - def mask_image(self, path, write, aadhaar_list): - #print("Read Path => ", path, " write path => ",write, "aadhaar list =>",aadhaar_list) + def mask_image(self, path, write, aadhar_list): + #print("Read Path => ", path, " write path => ",write, "aadhar list =>",aadhar_list) self.mask_count = 0 self.mask = cv2.imread(str(path), cv2.IMREAD_COLOR) for j in range(len(self.config['psm'])): - for i in range(len(aadhaar_list)): - #print(" Runing mode: Aadhaar number:",aadhaar_list[i]," PSM => ",self.config['psm'][j]) - if (self.mask_aadhaar(aadhaar_list[i],write,self.config['psm'][j]))>0: + for i in range(len(aadhar_list)): + #print(" Runing mode: Aadhar number:",aadhar_list[i]," PSM => ",self.config['psm'][j]) + if (self.mask_aadhar(aadhar_list[i],write,self.config['psm'][j]))>0: self.mask_count = self.mask_count + 1 #print(" :\/ ",self.mask_count) @@ -114,7 +143,7 @@ def mask_image(self, path, write, aadhaar_list): cv2.imwrite(write,self.mask) return self.mask_count - def mask_aadhaar(self, uid, out_path, psm): + def mask_aadhar(self, uid, out_path, psm): d = self.box_extractor(self.mask, psm) n_boxes = len(d['level']) color = self.config['mask_color'] #BGR @@ -131,10 +160,12 @@ def mask_aadhaar(self, uid, out_path, psm): def read_image_cv(self): self.cv_img = cv2.imread(str(self.image_path), cv2.IMREAD_COLOR) - + + ''' def read_image_pil(self): self.pil_img = Image.open(self.image_path) - + ''' + def mask_nums(self, input_file, output_file): img = cv2.imread(str(input_file), cv2.IMREAD_COLOR) for i in range(len(self.config['brut_psm'])): #'brut_psm': [6] @@ -153,48 +184,93 @@ def mask_nums(self, input_file, output_file): return "Done" + + def rotate_only(self, img, angle_in_degrees): + self.img = img + self.angle_in_degrees = angle_in_degrees + rotated = ndimage.rotate(self.img, self.angle_in_degrees) + return rotated + def is_image_upside_down(self, img): + self.img = img + face_locations = face_recognition.face_locations(self.img) + encodings = face_recognition.face_encodings(self.img, face_locations) + image_is_upside_down = (len(encodings) == 0) + return image_is_upside_down - # Corrects orientation of image using tesseract OSD if rotation Angle is < 100. - def rotate(self,image, center = None, scale = 1.0): - - rotate_angle=int(re.search('(?<=Rotate: )\d+', pytesseract.image_to_osd(image)).group(0)) - - if rotate_angle > 100: - - img = Image.fromarray(image, 'RGB') - b, g, r = img.split() - img = Image.merge("RGB", (r, g, b)) - return img + ''' + def save_image(self, img): + self.img = img + cv2.imwrite('orientation_corrected.jpg', self.img) + + def display(self, img, frameName="OpenCV Image"): + self.img = img + self.frameName = frameName + h, w = self.img.shape[0:2] + neww = 800 + newh = int(neww*(h/w)) + self.img = cv2.resize(self.img, (neww, newh)) + cv2.imshow(self.frameName, self.img) + cv2.waitKey(0) + ''' + + # Corrects orientation of image using tesseract OSD if rotation Angle is < 100. + def rotate(self,img): + #def orientation_correction(img): #, save_image = False): + # GrayScale Conversion for the Canny Algorithm + self.img = img + img_gray = cv2.cvtColor(self.img, cv2.COLOR_BGR2GRAY) + #self.display(img_gray) + # Canny Algorithm for edge detection was developed by John F. Canny not Kennedy!! :) + img_edges = cv2.Canny(img_gray, 100, 100, apertureSize=3) + #self.display(img_edges) + # Using Houghlines to detect lines + lines = cv2.HoughLinesP(img_edges, 1, math.pi / 180.0, 100, minLineLength=100, maxLineGap=5) + img_copy = self.img.copy() + for x in range(0, len(lines)): + for x1,y1,x2,y2 in lines[x]: + cv2.line(img_copy,(x1,y1),(x2,y2),(0,255,0),2) + #cv2.imshow('hough',img_copy) + #cv2.waitKey(0) + + angles = [] + for x1, y1, x2, y2 in lines[0]: + angle = math.degrees(math.atan2(y2 - y1, x2 - x1)) + angles.append(angle) + + # Getting the median angle + median_angle = np.median(angles) + # Rotating the image with this median angle + img_rotated = self.rotate_only(self.img, median_angle) + #self.display(img_rotated) + + if self.is_image_upside_down(img_rotated): + print("rotate to 180 degree") + angle = -180 + img_rotated_final = self.rotate_only(img_rotated, angle) + #self.save_image(img_rotated_final) + #self.display(img_rotated_final) + if self.is_image_upside_down(img_rotated_final): + print("Kindly check the uploaded image, face encodings still not found!") + return img_rotated + else: + print("image is now straight") + return img_rotated_final else: - angle=360-int(re.search('(?<=Rotate: )\d+', pytesseract.image_to_osd(image)).group(0)) - (h, w) = image.shape[:2] + #self.display(img_rotated) + print("image is straight") + return img_rotated - if center is None: - center = (w / 2, h / 2) - - # Perform the rotation - M = cv2.getRotationMatrix2D(center, angle, scale) - rotated = cv2.warpAffine(image, M, (w, h)) - - img = Image.fromarray(rotated, 'RGB') - b, g, r = img.split() - img = Image.merge("RGB", (r, g, b)) - - return img # Turns images BnW using pixels, didn't have much success with this and skipped in final production def contrast_image(self, img): - pix = img.load() - # taking pixel value for using in ocr - for y in range(img.size[1]): - for x in range(img.size[0]): - if pix[x, y][0] < 102 or pix[x, y][1] < 102 or pix[x, y][2] < 102: - pix[x, y] = (0, 0, 0, 255) - else: - pix[x, y] = (255, 255, 255, 255) - return img + self.img = img + gray = cv2.cvtColor(self.img, cv2.COLOR_BGR2GRAY) + #gray = cv2.bitwise_not(gray) + thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_BINARY | cv2.THRESH_OTSU)[1] + #self.display(thresh) + return thresh # Extracts Texts from images def text_extractor(self, img, psm): @@ -224,18 +300,17 @@ def find_uid(self,text2): pass return list(uid) - #Function to validate if an image contains text showing its an aadhaar card - def is_aadhaar_card(self, text): + #Function to validate if an image contains text showing its an aadhar card + def is_aadhar_card(self, text): res=text.split() - aadhaar_number='' + aadhar_number='' for word in res: if len(word) == 4 and word.isdigit(): - aadhaar_number=aadhaar_number + word + ' ' - if len(aadhaar_number)>=14: - return aadhaar_number + aadhar_number=aadhar_number + word + ' ' + if len(aadhar_number)>=14: + return aadhar_number else: return "Not Found" - - \ No newline at end of file + diff --git a/Aadhaar.pyc b/Aadhaar.pyc new file mode 100644 index 0000000..9497ee8 Binary files /dev/null and b/Aadhaar.pyc differ diff --git a/DemoUI.mp4 b/DemoUI.mp4 new file mode 100644 index 0000000..f8e8a27 Binary files /dev/null and b/DemoUI.mp4 differ diff --git a/Dockerfile b/Dockerfile index ac7b7c5..f59f97f 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,3 @@ - FROM debian:buster-slim as buildstage LABEL maintainer="Utsav Mishra " @@ -14,15 +13,16 @@ RUN apt-get update && \ # Build Python APP Here RUN mkdir aadhaar_ocr_masking +COPY requirements.txt /aadhaar_ocr_masking/requirements.txt +RUN pip install -r /aadhaar_ocr_masking/requirements.txt COPY Aadhaar.py /aadhaar_ocr_masking/Aadhaar.py COPY app.py /aadhaar_ocr_masking/app.py -COPY requirements.txt /aadhaar_ocr_masking/requirements.txt -RUN cd aadhaar_ocr_masking && \ - pip install -r requirements.txt +RUN mkdir /aadhaar_ocr_masking/temp +RUN mkdir /aadhaar_ocr_masking/public -WORKDIR /aadhaar_ocr_masking +COPY public/* /aadhaar_ocr_masking/public/ +WORKDIR /aadhaar_ocr_masking CMD ["python", "app.py"] - diff --git a/README.md b/README.md index 209b0b8..f42cd35 100644 --- a/README.md +++ b/README.md @@ -89,7 +89,7 @@ aadhaar_list = obj.extract("path of input image") #supported types (png, jpeg, j ``` ##### C. Mask Aadhaar number card for given Aadhaar card number #Binary Output 1|0 ```python -flag = obj.mask("path of input image", "path of output image", aadhaar_list) #supported types (png, jpeg, jpg) +flag = obj.mask_image("path of input image", "path of output image", aadhaar_list) #supported types (png, jpeg, jpg) ``` ##### D. Brut Mask any Readable Number from Aadhaar (works well on low res, bad quality images) ```python @@ -128,7 +128,7 @@ request_json = {"doc_b64": base64_encoded_string} response_json = {'doc_b64_brut_masked': base64_encoded_string, 'mask_status': 'Done'} ``` -##### E. Bonus :100: Complete Sample Pipeline. url = '/api/sample_pipe' +##### E. Bonus :100: Complete Sample Pipeline. url = '/api/Mask8Digits' ###### Usecase : Take an aadhaar card, extract its aadhaar number while checking number's validty, mask first 8 digits. If aadhaar number is not readable then mask possible numbers (brut mode) . ```python request_json = {"doc_b64": base64_encoded_string, "brut" : True} @@ -136,6 +136,25 @@ response_json = {'doc_b64_masked':base64_encoded_string, 'is_masked': True,'mode ``` ***************************************************** +## PyraDox-UI +### Go to Chrome browser Enter url: http://localhost:9001/ + + +> 1] Select aadhar image\ +> Click "Choose File" & select Aadhar image. + +> 2] To Find Adhar number from Image \ +> click "Extract Aadhar" + +> 3] To Brut Mask selected Addhar\ +> Click "BrutMask" + +> 4] To Mask only 8 digit of selected Aadhar\ +> Click "Mask8Aadhar" + + +***************************************************** + ## Docker ##### Build Your Own Image ```bash @@ -157,7 +176,6 @@ Pull requests are welcome. For major changes, please open an issue first to disc - [x] Finish Dockerfile - [x] [Add Badges](https://shields.io/) - [ ] Add Class Preprocessing -- [ ] Sample Website - [ ] Push Docker image to hub - [ ] Add Regex to extract Name, DOB, Gender. diff --git a/__pycache__/Aadhaar.cpython-36.pyc b/__pycache__/Aadhaar.cpython-36.pyc new file mode 100644 index 0000000..7f99f4d Binary files /dev/null and b/__pycache__/Aadhaar.cpython-36.pyc differ diff --git a/api_samples.py b/api_samples.py index 075d86e..187221e 100644 --- a/api_samples.py +++ b/api_samples.py @@ -82,6 +82,8 @@ def hit_api_brut_mask(input_name,output_name): cv2.imwrite(save_name,img) return "masked document saved as "+ save_name + +#Hit Simple Pipw which Mask 8 Digits of aadhar image def hit_api_sample_pipe(input_name,output_name,brut = False): img_bytes = to_image_string(input_name) #convert byte to string @@ -90,7 +92,7 @@ def hit_api_sample_pipe(input_name,output_name,brut = False): content_type = 'application/json' headers = {'content-type': content_type} addr = 'http://localhost:9001' - url = addr + '/api/sample_pipe' + url = addr + '/api/Mask8Digits' response = requests.post(url, json={"doc_b64": encoded_string, "brut" : brut}, headers=headers) r = json.loads(response.text) if r['is_masked']: diff --git a/app.py b/app.py index 926d3c6..82d8105 100644 --- a/app.py +++ b/app.py @@ -12,21 +12,22 @@ import jsonpickle import cv2 import numpy as np +import uuid import base64 import os # Initialize the Flask application -app = Flask(__name__) - +#app = Flask(__name__) +app = Flask(__name__, static_url_path='',static_folder='public'); config = {'orient' : True, #corrects orientation of image default -> True 'skew' : False, #corrects skewness of image default -> True 'crop': True, #crops document out of image default -> True 'contrast' : True, #Bnw for Better OCR default -> True 'psm': [3,4,6], #Google Tesseract psm modes by default 3,4,6. 'mask_color': (0, 165, 255), #Masking color BGR Format - 'brut_psm': [6] #Note : Keep only one psm for brut mask (6) is good to start + 'brut_psm': [3,4,6] #Note : Keep only one psm for brut mask (6) is good to start } -ac = Aadhaar_Card(config) + def to_image_string(image_filepath): return base64.b64encode(open(image_filepath, 'rb').read())#.encode('base64') @@ -38,46 +39,81 @@ def delete_file(path): # else: # print("Sorry, file %s does not exist." % path) -# validate method to check sequence + + +#-----------------------------------[1] Index.html for GUI----------------------------------------------------- +def get_file(filename): # pragma: no cover + try: + src = os.path.join(filename) + return open(src).read() + except IOError as exc: + return str(exc) + +@app.route('/', methods=['GET']) +def indexfile(): # pragma: no cover + content = get_file('public/imagebase64.html') + return Response(content, mimetype="text/html") +#--------------------------------------------------------------------------------------- + + + +#------------------------------------[2] Validate method to check sequence in aadhar Number----------------------------------------------- @app.route('/api/validate', methods=['GET','POST']) def validate(): + ac = Aadhaar_Card(config); r = request.get_json(force=True) #content type application/json - #print("this s",type(r)) - #print(r) content_type = 'application/json' headers = {'content-type': content_type} + ac = Aadhaar_Card(config); + validity=ac.validate(str(r['test_number'])) - return Response(response=jsonpickle.encode({'validity':ac.validate(str(r['test_number']))}), status=200, mimetype="application/json", headers=headers) - + return Response(response=jsonpickle.encode({'validity':validity}), status=200, mimetype="application/json", headers=headers) +#----------------------------------------------------------------------------------------------------------------------------------------- -#Extract Aadhaar from a base64 image - +#------------------------------------[3] Extract Aadhaar from a base64 image-------------------------------------------------------------- @app.route('/api/ocr', methods=['GET','POST']) def ocr(): -# print("request",request) + ac = Aadhaar_Card(config); + requestid=uuid.uuid4(); + temp_name = "temp/"+str(requestid)+".png" r = request.get_json(force=True) #force=True #content type application/json - temp_name = "123.png" + image = r['doc_b64'] # raw data with base64 encoding + decoded_data = base64.b64decode(image) np_data = np.fromstring(decoded_data,np.uint8) + img = cv2.imdecode(np_data,cv2.IMREAD_UNCHANGED) cv2.imwrite(temp_name,img) content_type = 'application/json' headers = {'content-type': content_type} - return Response(response=jsonpickle.encode({'aadhaar_list':ac.extract(temp_name)}), status=200, mimetype="application/json", headers=headers) + try: + #print("Extracting Addhar") + #print(ac.uuid); + aadhar=ac.extract(temp_name) + delete_file(temp_name) + return Response(response=jsonpickle.encode({'aadhaar_list':aadhar}), status=200, mimetype="application/json", headers=headers) + except Exception as e: + print(e) + return Response(response=jsonpickle.encode({'aadhaar_list':''}), status=200, mimetype="application/json", headers=headers) +#----------------------------------------------------------------------------------------------------------------------------------------- -#Mask aadhaar number card for given aadhaar card number +#------------------------------------[4] Mask aadhaar number card for given aadhaar card number------------------------------------------- @app.route('/api/mask', methods=['GET','POST']) def mask(): + ac = Aadhaar_Card(config); flag_mask = 0 + requestid=uuid.uuid4(); + temp_name = "input/"+str(requestid)+".png" r = request.get_json(force=True) #force=True #content type application/json - temp_name = "temp_unmasked.png" + #temp_name = "temp_unmasked.png" image = r['doc_b64'] # raw data with base64 encoding decoded_data = base64.b64decode(image) np_data = np.fromstring(decoded_data,np.uint8) + img = cv2.imdecode(np_data,cv2.IMREAD_UNCHANGED) cv2.imwrite(temp_name,img) write = "temp_masked.png" @@ -85,7 +121,7 @@ def mask(): delete_file(temp_name) content_type = 'application/json' headers = {'content-type': content_type} -# print(flag_mask) + if flag_mask == 0: return Response(response=jsonpickle.encode({'doc_b64_masked':'None', 'is_masked': False}), status=200, mimetype="application/json", headers=headers) else: @@ -94,19 +130,22 @@ def mask(): #convert byte to string encoded_string = img_bytes.decode("utf-8") return Response(response=jsonpickle.encode({'doc_b64_masked':encoded_string, 'is_masked': True}), status=200, mimetype="application/json", headers=headers) +#----------------------------------------------------------------------------------------------------------------------------------------- -#Brut Mask any Readable Number from Aadhaar (works good for low res and bad quality images) +#Brut Mask any Readable Number from Aadhaar (works good for low res and bad quality images) @app.route('/api/brut_mask', methods=['GET','POST']) def brut_mask(): + ac = Aadhaar_Card(config); r = request.get_json(force=True) #force=True #content type application/json - temp_name = "temp_unmasked.png" + requestid=uuid.uuid4(); + temp_name = "temp/"+str(requestid)+".png" image = r['doc_b64'] # raw data with base64 encoding decoded_data = base64.b64decode(image) np_data = np.fromstring(decoded_data,np.uint8) img = cv2.imdecode(np_data,cv2.IMREAD_UNCHANGED) cv2.imwrite(temp_name,img) - write = "temp_brut_masked.png" + write = "temp/"+"temp_"+str(requestid)+".png" mask_status = ac.mask_nums(temp_name, write) delete_file(temp_name) content_type = 'application/json' @@ -124,11 +163,14 @@ def brut_mask(): #Process : Image -> Extract Text -> Check for aadhaar number -> Mask first 8 digits // check validity of aadhaar number optional # If aadhaar card number is not found using OCR, try brut mode and mask possible numbers. -@app.route('/api/sample_pipe', methods=['GET','POST']) +@app.route('/api/Mask8Digits', methods=['GET','POST']) def sample_pipe(): + ac = Aadhaar_Card(config); flag_mask = 0 r = request.get_json(force=True) #force=True #content type application/json - temp_name = "temp_unmasked.png" + requestid=uuid.uuid4(); + temp_name = "temp/"+str(requestid)+".png" + image = r['doc_b64'] # raw data with base64 encoding decoded_data = base64.b64decode(image) np_data = np.fromstring(decoded_data,np.uint8) @@ -140,7 +182,7 @@ def sample_pipe(): if len(aadhaar_list) == 0 and r['brut']: mode_executed = "BRUT-OCR-MASKING" - write = "temp_brut_masked.png" + write = "temp/"+"temp_"+str(requestid)+".png" mask_status = ac.mask_nums(temp_name, write) delete_file(temp_name) img_bytes = to_image_string(write) @@ -158,7 +200,7 @@ def sample_pipe(): # for masking first 8 digits from the number ori_aadhaar_list = aadhaar_list aadhaar_list = list(map(lambda x: x[:8] , aadhaar_list)) # Comment out this incase you want to mask entire aadhaar - write = "temp_masked.png" + write = "temp/temp_masked"+str(requestid)+".png" flag_mask = ac.mask_image(temp_name, write, aadhaar_list) delete_file(temp_name) img_bytes = to_image_string(write) diff --git a/public/bootstrap.min.css b/public/bootstrap.min.css new file mode 100644 index 0000000..86b6845 --- /dev/null +++ b/public/bootstrap.min.css @@ -0,0 +1,7 @@ +/*! + * Bootstrap v4.4.1 (https://getbootstrap.com/) + * Copyright 2011-2019 The Bootstrap Authors + * Copyright 2011-2019 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE) + 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+ + + + + + + +
+ + +
+
+
+ + Base64 to Image :
+ + +
+ +
+
+ + + Mask Base64 to Image :
+ + +
+ +
+ + + +
+ + Image Base64 Data :
+ Input any Base64 data in textarea & see image in Left Panel
+ + + +

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