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ImPro.py
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import picamera
import picamera.array
import json
import png
from time import sleep
from FCab import JsonDump
import math
import string
import PixelObj
# - - - - - - - - - - - - - - - -
# - - - - IMPRO CLASS - - - - -
# - - - - - - - - - - - - - - - -
class ImPro:
# - - - - - - - - - - - - - - - -
# - - - - - - INIT - - - - - - -
# - - - - - - - - - - - - - - - -
def __init__(self):
self.camera = picamera.PiCamera()
self.stream = picamera.array.PiYUVArray(self.camera)
self.camera.resolution = (96, 96)
self.jDump = JsonDump()
self.jDump.dump(dir(self.camera), 'dump_1.txt')
self.pixelObjList = []
self.objIDCntr = 0
self.pixelObjList.append(PixelObj.PixelObj(self.getNextObjId()))
# - - - - - - - - - - - - - - - -
# - - - GET NEXT OBJ ID - - - - -
# - - - - - - - - - - - - - - - -
def getNextObjId(self):
self.objIDCntr += 1
return self.objIDCntr
# - - - - - - - - - - - - - - - -
# - - - - CAPTURE FRAME - - - - -
# - - - - - - - - - - - - - - - -
def captureFrame(self):
self.stream = picamera.array.PiYUVArray(self.camera)
self.camera.capture(self.stream, 'yuv')
self.camera._set_led(True)
self.pixelObjList = []
self.objIDCntr = 0
self.pixelObjList.append(PixelObj.PixelObj(self.getNextObjId()))
rows = []
for _ in range(96):
rows.append(range(96))
for j, j_ in enumerate(range(95,-1,-1)): #flip image horizontally
for i, i_ in enumerate(range(95, -1, -1)): #flip vertically
rows[j][i] = self.stream.array[j_][i_][0]
self.savePNG('raw.png', rows)
self.processFrame_4_5(self.processFrame_4(self.processFrame_3(self.processFrame_1(rows), self.processFrame_2(rows))))
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 1 - - - - -
# - - - - - - - - - - - - - - - -
def processFrame_1(self, rawrows):
'''get horizontal edges'''
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if i + 1 <= 95:
rows[j][i] = self.getDif(rawrows[j][i], rawrows[j][i+1])
else:
rows[j][i] = self.getDif(rawrows[j][i], rawrows[j][i-1])
self.savePNG('processed_1.png', rows)
return rows
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 2 - - - - -
# - - - - - - - - - - - - - - - -
def processFrame_2(self, rawrows):
'''get vertical edges'''
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if j + 1 <= 95:
rows[j][i] = self.getDif(rawrows[j][i], rawrows[j+1][i])
else:
rows[j][i] = self.getDif(rawrows[j][i], rawrows[j-1][i])
self.savePNG('processed_2.png', rows)
return rows
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 3 - - - - -
# - - - - - - - - - - - - - - - -
def processFrame_3(self, hrows, vrows):
'''fuse the horizontal edge-image with the vertical edge-image'''
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
rows[j][i] = self.getFusion(hrows[j][i], vrows[j][i])
self.savePNG('processed_3.png', rows)
return rows
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 4 - - - - -
# - - - - - - - - - - - - - - - -
def processFrame_4(self, edgeRows):
'''make the image dual in color (black and white)'''
threshhold = 18
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if edgeRows[j][i] >= threshhold:
rows[j][i] = 255
else:
rows[j][i] = 0
self.savePNG('processed_4.png', rows)
return rows
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 4.5 - - -
# - - - - - - - - - - - - - - - -
def processFrame_4_5(self, bwRows):
'''make all the white pixel spread out 1 more pixel! '''
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if bwRows[j][i] == 255:
tmpList = self.getNeighbours((i, j), 96, 96)
for ent in tmpList:
tmpX, tmpY = ent
rows[tmpY][tmpX] = 255
else:
rows[j][i] = 0
self.savePNG('processed_4_5.png', rows)
self.processFrame_5(rows)
# - - - - - - - - - - - - - - - -
# - - - PROCESS FRAME 5 - - - - -
# - - - - - - - - - - - - - - - -
def processFrame_5(self, bwRows):
'''make PixelObjects by looking which pixels are direct 8-neighbours of each other'''
for j in range(96):
for i in range(96):
if bwRows[j][i] == 255: #if the pixel is white
tmpList = []
for ent in self.getNeighbours((i, j), 96, 96):
tmp_x, tmp_y = ent
if bwRows[tmp_y][tmp_x] == 255: #if the pixel is white
tmpList.append(ent)
#print tmpList
flag = False
for obj in self.pixelObjList:
if obj.checkXYset(tmpList) is True: #make a new PixelObj whenever a Pixel isn't connected to an object
flag = True
if flag is False:
self.pixelObjList.append(PixelObj.PixelObj(self.getNextObjId()))
for obj in self.pixelObjList:
obj.checkXYset(tmpList)
for obj in self.pixelObjList:
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if (i, j) in obj.XYset:
rows[j][i] = 255
else:
rows[j][i] = 0
#self.savePNG(string.join([str(obj.id_), 'processed_5.png'], ''), rows)
self.processPixelObj_1()
# - - - - - - - - - - - - - - - -
# - - - PROCESS PIXEL OBJ 1 - - -
# - - - - - - - - - - - - - - - -
def processPixelObj_1(self):
'''merge objects with overlapping x-y tuples together'''
cntr = 0
maxEntry = len(self.pixelObjList) -1
oldlen = len(self.pixelObjList)
flag = False
while(cntr < maxEntry):
tmp = self.checkForOverlap(cntr)
if tmp is False:
cntr += 1
else:
for ent in self.pixelObjList[tmp].XYset:
self.pixelObjList[cntr].XYset.add(ent)
del self.pixelObjList[tmp]
maxEntry = len(self.pixelObjList) -1
for obj in self.pixelObjList:
obj.countPixel()
obj.computeMeanCoord()
#print obj.XYset
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if (i, j) in obj.XYset:
rows[j][i] = 255
else:
rows[j][i] = 0
#self.savePNG(string.join([str(obj.id_), 'pixpro.png'], ''), rows)
print "nmbr of pre Objects: ", oldlen
self.processPixelObj_3()
# - - - - - - - - - - - - - - - -
# - - - PROCESS PIXEL OBJ - - -
# - - - - - - - - - - - - - - - -
def processPixelObj_2(self):
'''make a new png with 1 pixel per object at their respective center'''
#IS BEEING SKIPPED!
tmpPosList = []
for obj in self.pixelObjList:
for ent in obj.XYset:
tmpPosList.append(ent)
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if (i, j) in tmpPosList:
rows[j][i] = 255
else:
rows[j][i] = 0
self.savePNG('PixelObj.png', rows)
self.processPixelObj_3()
# - - - - - - - - - - - - - - - -
# - - - PROCESS PIXEL OBJ 3 - - -
# - - - - - - - - - - - - - - - -
def processPixelObj_3(self):
'''make a new png with 1 pixel per object at their respective center'''
tmpPosList = []
for obj in self.pixelObjList:
print "X: ", obj.coord_x, " Y: ", obj.coord_y
tmpPosList.append((obj.coord_x, obj.coord_real_y))
rows = []
for _ in range(96):
rows.append(range(96))
for j in range(96):
for i in range(96):
if (i, j) in tmpPosList:
rows[j][i] = 255
else:
rows[j][i] = 0
self.savePNG('PixelObjPos.png', rows)
# - - - - - - - - - - - - - - - -
# - - - CHECK FOR OVERLAP - - -
# - - - - - - - - - - - - - - - -
def checkForOverlap(self, counter):
'''check for overlapping x-y tuples in sets in 2 distinct objects
return the listNumber for the object with overlapping pixels if there are overlappning pixels
return False if not'''
maxEntry = len(self.pixelObjList) -1
for ent1 in self.pixelObjList[counter].XYset:
for i in range(counter+1, maxEntry + 1, 1):
for ent2 in self.pixelObjList[i].XYset:
if ent1 == ent2:
return i
return False
# - - - - - - - - - - - - - - - -
# - - - - - SAVE PNG - - - - - -
# - - - - - - - - - - - - - - - -
def savePNG(self, filename, rws):
f = open(string.join(['img/', filename]), 'wb')
w = png.Writer(96, 96, greyscale=True)
w.write(f, rws)
f.close()
#self.jDump.dump([rws],string.join([filename, '.dump']))
# - - - - - - - - - - - - - - - -
# - - - BLINK CAMERA LED - - - -
# - - - - - - - - - - - - - - - -
def blink(self):
for _ in range(4):
self.camera._set_led(True)
sleep(0.1)
self.camera._set_led(False)
sleep(0.1)
# - - - - - - - - - - - - - - - -
# - - - - GET DIFFERENCE - - - -
# - - - - - - - - - - - - - - - -
def getDif(self, a, b):
if a >= b:
return a - b
else:
return b - a
# - - - - - - - - - - - - - - - -
# - - - - GET FUSION - - - - - -
# - - - - - - - - - - - - - - - -
def getFusion(self, a, b):
a_ = int(a)
b_ = int(b)
tmp = round(math.sqrt(a_*a_ + b_*b_))
if tmp <= 255:
return int(tmp)
else:
return 255
# - - - - - - - - - - - - - - - -
# - - - - GET NEIGHBOURS - - - -
# - - - - - - - - - - - - - - - -
def getNeighbours(self, (x, y), maxX, maxY):
nList = []
xx, yy = (x, y)
for y_ in range(-1, 2, 1):
for x_ in range(-1, 2, 1):
resX = xx + x_
resY = yy + y_
if(resX < maxX and resX >= 0 and resY < maxY and resY >= 0):
nList.append((resX, resY))
#print nList
return nList