jens
7472d90978
git-svn-id: http://moon:8086/svn/software/trunk/projects/opencv@349 b431acfa-c32f-4a4a-93f1-934dc6c82436
255 lines
6.8 KiB
Python
Executable File
255 lines
6.8 KiB
Python
Executable File
# import the necessary packages
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from __future__ import print_function
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from imutils.video import FPS
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import sys
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import numpy as np
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import argparse
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import time
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import cv2
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import pprint
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import math
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import struct
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import ev3.ev3 as ev3
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from matplotlib import pyplot as plt
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from mpl_toolkits.mplot3d import Axes3D
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from picamera import PiCamera
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from piCameraPipeline import PiCameraPipeline
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from piCameraPipeline.PiCameraPipeline import RgbProcess
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from piCameraPipeline.PiCameraPipeline import RgbProcessorAdapter
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from piCameraPipeline.VideoSource import VideoSource
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# construct the argument parse and parse the arguments
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ap = argparse.ArgumentParser()
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ap.add_argument("-n", "--seconds", type=int, default=0,
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help="# of seconds to run")
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ap.add_argument("-r", "--framerate", type=int, default=30,
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help="Framerate in frame/s")
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ap.add_argument("-p", "--with-preview", type=str, default='off',
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help="Show camera preview")
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ap.add_argument("-e", "--with-ev3", type=str, default='off',
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help="Connect to ev3")
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ap.add_argument("-c", "--conn-addr", type=str, default='127.0.0.1:5555',
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help="Connection dev to ev3")
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ap.add_argument("-f", "--filename", type=str, default='piCamera',
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help="Choose video source")
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ap.add_argument("-x", "--width", type=int, default=320,
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help="width")
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ap.add_argument("-y", "--height", type=int, default=240,
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help="height")
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ap.add_argument("-kp", "--kp", type=float, default=6.0, # 1.0
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help="kp")
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ap.add_argument("-ki", "--ki", type=float, default=2.0, # 0.2
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help="ki")
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ap.add_argument("-kd", "--kd", type=float, default=2.0, # 8.0
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help="kd")
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args = vars(ap.parse_args())
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videoFile = args["filename"]
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framerate = args["framerate"]
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seconds = args["seconds"]
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with_preview = args["with_preview"] == 'on'
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with_ev3 = args["with_ev3"] == 'on'
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width = args["width"]
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height = args["height"]
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connAddr = args["conn_addr"]
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kpid = (args["kp"], args["ki"], args["kd"])
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class PidControl(object):
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def __init__(self, kpid):
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self.kpid = kpid
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self.errorLast = 0
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self.errorAccu = 0
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self.pidValue = 0
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def paramSet(self, kpid):
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self.kpid = kpid
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def paramGet(self):
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return self.kpid
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def reset(self):
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self.errorLast = 0
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self.errorAccu = 0
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def process(self, error):
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self.errorAccu += error
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d = error - self.errorLast
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self.errorLast = error
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pid = self.kpid[0]*error + self.kpid[1]*self.errorAccu + self.kpid[2]*d
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dpid = pid - self.pidValue
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self.pidValue = pid
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return (pid, dpid)
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class LaserTrack(RgbProcess):
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def __init__(self, name, resolution=(320, 240, 3), numEntries=2, next=None, brick=None, kpid=(0,0,0), preview=None):
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super(LaserTrack, self).__init__(name, resolution, numEntries, next)
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self.motorX = -1000
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self.motorY = -1000
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self.brick = brick
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self.isVisible = False
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self.frameSkip = 3
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self.frameSkipCounter = 0
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self.pidCtrlX = PidControl(kpid)
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self.pidCtrlY = PidControl(kpid)
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self.preview = preview
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def onFirstFrame(self):
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self.sendBrick(0, 0)
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def onLastFrame(self):
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print('onLastFrame')
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self.sendBrick(0, 0)
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def onProcess(self):
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data = self.read(0.1)
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if data is not None:
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gray = cv2.cvtColor(data,cv2.COLOR_BGR2GRAY)
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img1_objects = data.copy()
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# Min / max on whole image
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minVal, maxVal, minLoc, maxLoc = cv2.minMaxLoc(gray)
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x = maxLoc[0]
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y = maxLoc[1]
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# get ROI with size roi_size centered at maxLoc
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roi_size = 33
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roi = self.getROI(gray, x, y, roi_size, roi_size)
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# do the blur on ROI
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roi_blurred = cv2.medianBlur(roi,5)
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# Re-calculate centers on blurred image
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minVal, maxVal, minLoc, maxLoc = cv2.minMaxLoc(roi_blurred)
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# adjust centers of unfiltered image (x, y are in global pixel space)
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x += maxLoc[0] - int((roi_size-1)/2)
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y += maxLoc[1] - int((roi_size-1)/2)
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# Calculated dot fall-of over different windows
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rect = None
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state = 0
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ref_color = 1
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for roi_size in range(3,67,2):
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roi = self.getROI(gray, x, y, roi_size, roi_size)
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mean_color = cv2.mean(roi)
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if state == 0:
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ref_color = mean_color[0]
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if ref_color < 128:
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break
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state = 1
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elif state == 1:
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km = mean_color[0]/ref_color
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if km < 0.7:
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rect = [(x-roi_size, y-roi_size),(x+roi_size, y+roi_size)]
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break
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# Is object found?
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errorX = 0
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errorY = 0
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if rect is not None:
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if not self.isVisible:
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print ("Visible")
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self.isVisible = True
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img1_objects = cv2.rectangle(img1_objects,rect[0],rect[1],(255,0,0),1)
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errorX = -100.0*(float(x)/self.res[0] - 0.5)
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errorY = -100.0*(float(y)/self.res[1] - 0.5)
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else:
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if self.isVisible:
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print ("NOT Visible")
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self.isVisible = False
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# update PID
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(motorX, dmotorX) = self.pidCtrlX.process(errorX)
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(motorY, dmotorY) = self.pidCtrlY.process(errorY)
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# Update brick
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if self.isVisible:
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self.sendBrick(dmotorX, dmotorY)
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else:
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self.sendBrick(0, 0)
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# Update preview
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showFrame = False
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if self.frameSkipCounter > 0:
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self.frameSkipCounter -= 1
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else:
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self.frameSkipCounter = self.frameSkip-1
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showFrame = self.preview
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if showFrame:
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cv2.imshow('Objects', img1_objects)
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cv2.waitKey(1)
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if self.next is not None:
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self.next.write(data)
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def sendBrick(self, motorX, motorY):
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doSend = motorX != self.motorX
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doSend |= motorY != self.motorY
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self.motorX = motorX
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self.motorY = motorY
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if self.brick is not None and doSend:
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data = struct.pack("f", motorX)
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ev3.system_command.write_mailbox(self.brick, 'MotorX', data)
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data = struct.pack("f", motorY)
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ev3.system_command.write_mailbox(self.brick, 'MotorY', data)
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def getROI(self, img, x, y, w, h):
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w2 = int((w-1)/2)
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h2 = int((h-1)/2)
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xmin = max(0, x-w2)
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ymin = max(0, y-h2)
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xmax = min(self.res[0]-1, x+w2)
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ymax = min(self.res[1]-1, y+h2)
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return img[ymin:ymax, xmin:xmax]
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if with_ev3:
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# Connect to brick
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with ev3.EV3(connAddr) as brick:
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videoSource = VideoSource(videoFile, (width, height,3), framerate)
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proc = LaserTrack('LaserTrackProcess', (width, height, 3), 4, brick=brick, kpid=kpid, preview=with_preview)
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videoSource.processorAdd(proc)
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videoSource.start()
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print("[INFO] sampling THREADED frames from `" + videoFile + "` at " + str(framerate) + " frame/s")
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try:
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if seconds != 0:
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time.sleep(seconds)
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else:
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while True:
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time.sleep(1.0)
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except(KeyboardInterrupt):
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print ("\nKeyboardInterrupt")
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videoSource.stop()
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else:
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videoSource = VideoSource(videoFile, (width, height,3), framerate)
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proc = LaserTrack('LaserTrackProcess', (width, height, 3), 4, kpid=kpid, preview=with_preview)
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videoSource.processorAdd(proc)
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videoSource.start()
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print("[INFO] sampling THREADED frames from `" + videoFile + "` at " + str(framerate) + " frame/s")
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try:
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if seconds != 0:
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time.sleep(seconds)
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else:
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while True:
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time.sleep(1.0)
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except(KeyboardInterrupt):
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print ("\nKeyboardInterrupt")
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videoSource.stop()
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# do a bit of cleanup
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cv2.destroyAllWindows()
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print ("End of program")
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