Body detection using haarcascade

asked 2014-09-15 09:33:18 -0600

Christosh
10 ●1 ●1 ●4

I am trying to detect body from images using haar cascades. I am using python code in order to do so, my code is the following:

import numpy as np
import sys
import cv2

body_cascade = cv2.CascadeClassifier('cascades/haarcascade_upperbody.xml')
img = cv2.imread('body/body4.jpg')
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)

faces = body_cascade .detectMultiScale(gray, 1.1, 8)

for (x,y,w,h) in faces:
   cv2.rectangle(img,(x,y),(x+w,y+h),(0,255,0),2)
   roi_gray = gray[y:y+h, x:x+w]
   roi_color = img[y:y+h, x:x+w]

I ve tested several images, the three cascades for body several scalefactors. However, it seems not finding the body in any image. Am I doing something wrong in the parameters of detection? When I tried frontface cascades everything worked fine.

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2

you could try to reduce the minneighbour param in detectMultiScale. 3 instead of 8 maybe.

berak ( 2014-09-15 10:06:48 -0600 )edit

Also increasing the scale step to 1.05 (more finer stages) can increase detection chance!

StevenPuttemans ( 2016-07-26 08:15:55 -0600 )edit

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answered 2017-09-20 13:12:14 -0600

Tushar991
1

Try this for me its working after resizing and decreasing the neighbour

cam=cv2.VideoCapture(0)

while True:

ret, frame = cam.read()
frame=imutils.resize(frame, width=min(100, frame.shape[1]))
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
upper=fc.detectMultiScale(gray,1.1,1)
#print lips
for (a,b,c,d) in upper:
    cv2.rectangle(frame,(a,b),(a+c,b+d),(0,0,255),2)
print len(upper)
cv2.imshow('detect',frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
    break

cam.release() cv2.destroyAllWindows()

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answered 2016-07-26 07:44:04 -0600

inzar86
1

the solution is.

i read a description in haarcascade_fullbody.xml in line 132 says : hese detectors will also work at very low image resolutions

may be you must try to resize image first. see in description in the first line of xml file says : 14x28 fullbody detector (see the detailed description below).

hope it help.

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Wow wait, if the guys is not providing the Size properties, then the function is multiscale on the scaled image pyramid, so your point would be useless ...

StevenPuttemans ( 2016-07-26 08:22:08 -0600 )edit

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Body detection using haarcascade

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