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2 Commits

Author SHA1 Message Date
617bb779c0 WIP: add multi-version support
Beter Init function
2019-01-22 20:25:08 +03:00
83de5c2894 WebCam capture (Not tested) 2018-12-07 12:21:18 +03:00
3 changed files with 168 additions and 140 deletions

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@ -1 +1 @@
### Python code to run in Raspberry Pi with PiCamera to recognize certin faces. ### Python code to run in Raspberry Pi with PiCamera to recognize certin faces and send a Serial signal 'o' to be received by arduino.

61
main.py
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@ -7,28 +7,51 @@ import sys
import json import json
import datetime import datetime
piCamAvailable = False
try: try:
import numpy as np import numpy as np
from picamera import PiCamera from picamera import PiCamera
from picamera.array import PiRGBArray from picamera.array import PiRGBArray
import cv2 piCamAvailable = True
except Exception as ex: except Exception as ex:
print('[ Error ] some depandincies are missing\n'+ str(ex.args)) print('[ Error ] some depandincies are missing\n'+ str(ex.args))
piCamAvailable = False;
try:
import cv2
except Exception as ex:
print('Could not load OpenCV\Closing')
sys.exit() sys.exit()
def init(): def init():
go = True go = True
print('Initilizing..') piCam = False
WebCam = False
print('Initilizing Camera ..')
if piCamAvailable:
try: try:
camera = PiCamera() camera = PiCamera()
camera.resolution = (640, 480) camera.resolution = (640, 480)
sleep(0.2) go = True
print('[ OK ] Camera') piCam = True
print('[ OK ] Started PiCamera')
except: except:
print('[ Error ] Can not initialize PiCamera') print('[ Warning ] Could not start PiCamera. Trying Webcam.. ')
piCam = False
go = False go = False
else:
try:
camera = cv2.VideoCapture()
print('[ OK ] WebCamera')
go = True
WebCam = True
except Exception as ex:
print('[ Error ] Could not start Webcam.. \nExiting')
go = False
sleep(0.2)
try: try:
face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml') face_cascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
sleep(1) sleep(1)
@ -41,30 +64,42 @@ def init():
except OSError as ex: except OSError as ex:
print('Found (unknown) folder') print('Found (unknown) folder')
if (go): if go:
print('Starting Photo loop..') print('Starting Photo loop..')
print('Known people are '+str(loadNames())) print('Known people are '+str(loadNames()))
start(camera, face_cascade) start(camera, face_cascade, WebCam)
else: else:
print('closing') print('closing')
def start( camera, face_cascade): def start( camera, face_cascade, WebCam):
j = 0 j = 0
if not WebCam:
rawCapture = PiRGBArray(camera) rawCapture = PiRGBArray(camera)
face_recognizer = cv2.createLBPHFaceRecognizer() # face_recognizer = cv2.face.LBPHFaceRecognizer_create() #cv2.face.createLBPHFaceRecognizer()
face_recognizer = cv2.face_LBPHFaceRecognizer('faces/h')
# face_recognizer.read('faces/h') # Try on Pi
##WIP
try:
face_recognizer.load('faces/h') face_recognizer.load('faces/h')
except:
pass
names = loadNames() names = loadNames()
while 1: while 1:
try: try:
if not WebCam:
camera.capture(rawCapture, format="bgr") camera.capture(rawCapture, format="bgr")
img = rawCapture.array
else:
ret, img = camera.read()
except: except:
print('[ Error ] Can not capture image. Restarting..') print('[ Error ] Can not capture image. Restarting..')
init() init()
img = rawCapture.array #img = rawCapture.array
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.3,5) faces = face_cascade.detectMultiScale(gray, 1.3,5)
i = 0 i = 0;
for (x,y,w,h) in faces: for (x,y,w,h) in faces:
i += 1 i += 1
j += 1 j += 1
@ -110,8 +145,6 @@ def recognize(image,face_recognizer, names):
print(str(label) + ' >>'+names[label[0]]) print(str(label) + ' >>'+names[label[0]])
return names[label[0]] return names[label[0]]
#def DrawSquares(image,gray,faces,color):
def OpenShifter(): def OpenShifter():
try: try:
ser = serial.Serial('/dev/ttyUSB0',9600) ser = serial.Serial('/dev/ttyUSB0',9600)

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@ -7,10 +7,10 @@ import os
import sys import sys
import json import json
picCount = 0 picCount = 0
new = False new = False
def start(): def start():
print('Starting training..') print('Starting training..')
label = int(input('Label (Integer): ')) label = int(input('Label (Integer): '))
@ -32,14 +32,12 @@ def start():
addPerson(label, newFileName, oldFileName) addPerson(label, newFileName, oldFileName)
addName(name) addName(name)
def clearTrainFolder(): def clearTrainFolder():
print('clearing train folder') print('clearing train folder')
filelist = [ f for f in os.listdir('train/') if f.endswith(".jpg") ] filelist = [ f for f in os.listdir('train/') if f.endswith(".jpg") ]
for f in filelist: for f in filelist:
os.remove(os.path.join('train/', f)) os.remove(os.path.join('train/', f))
def addPerson(label, newFileName, oldFileName): def addPerson(label, newFileName, oldFileName):
try: try:
#faceFilePath = '/faces/hesham-saeed2' #faceFilePath = '/faces/hesham-saeed2'
@ -47,9 +45,9 @@ def addPerson(label, newFileName, oldFileName):
face_recognizer = cv2.createLBPHFaceRecognizer() face_recognizer = cv2.createLBPHFaceRecognizer()
global new global new
if new: if new:
print('new file. skipping load function') print 'new file. skipping load function'
else: else:
print('loading old file') print 'loading old file'
face_recognizer.load(faceFile) face_recognizer.load(faceFile)
except: except:
print('[ Error ] Problem in init/loading LBPHfacerecognizer') print('[ Error ] Problem in init/loading LBPHfacerecognizer')
@ -78,7 +76,6 @@ def addPerson(label, newFileName, oldFileName):
face_recognizer.save('faces/'+newFileName) face_recognizer.save('faces/'+newFileName)
print('Updated and saved file in faces/'+newFileName) print('Updated and saved file in faces/'+newFileName)
def capture(count): def capture(count):
try: try:
print('Initializing camera') print('Initializing camera')
@ -100,7 +97,6 @@ def capture(count):
cv2.destroyAllWindows() cv2.destroyAllWindows()
print('Done!') print('Done!')
def promptNew(): def promptNew():
filemode = raw_input('Make new File? (y/n): ') filemode = raw_input('Make new File? (y/n): ')
if filemode == 'y': if filemode == 'y':
@ -111,8 +107,8 @@ def promptNew():
print('incorrect input') print('incorrect input')
promptNew() promptNew()
def addName(newName): def addName(newName):
with open("faces/names.json", "r") as read_file: with open("faces/names.json", "r") as read_file:
exist = False exist = False
namesJson = json.load(read_file) namesJson = json.load(read_file)
@ -129,5 +125,4 @@ def addName(newName):
with open("faces/names.json","w") as write_file: with open("faces/names.json","w") as write_file:
json.dump(names,write_file) json.dump(names,write_file)
start() start()