face recognition with opencv and python
I'm trying to use the code showed here http://answers.opencv.org/answers/105... to do face recognition.
I have two folders, images and resultado, inside images I have folders person1 and person2, inside them I have pictures.
- first question: can the type of my image data be .jpg?
second question: in this line [X,y] = read_images(path=sys.argv[1],sz=(70,70)) what is sys.argv[1]? Should I replace it by "images" because my data is there? When I try to run the program I find the error:
File "facerec_demo.py", line 103 [X,y] = read_images(path=sys.argv[1],sz=(70,70)) ^ IndentationError: unexpected indent
third question: I want my program take a image and compare with the data. Do this line do that?cv2.imwrite("test.png", X[0]).
The code is as follows:
#!/usr/bin/env python
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import os
import sys
import cv2
import numpy as np
def normalize(X, low, high, dtype=None):
"""Normalizes a given array in X to a value between low and high."""
X = np.asarray(X)
minX, maxX = np.min(X), np.max(X)
# normalize to [0...1].
X = X - float(minX)
X = X / float((maxX - minX))
# scale to [low...high].
X = X * (high-low)
X = X + low
if dtype is None:
return np.asarray(X)
return np.asarray(X, dtype=dtype)
def read_images(path, sz=None):
"""Reads the images in a given folder, resizes images on the fly if size is given.
Args:
path: Path to a folder with subfolders representing the subjects (persons).
sz: A tuple with the size Resizes
Returns:
A list [X,y]
X ...
1:) yes, but rather avoid using jpeg at all (compression artefacts)
2:) sys.argv[1] is the 1st arg given to your program if you run it from cmdline (the folder, where your images are)
since phillip probably never called anything 'resultado', i'm sure, you typed around in that code a bit already. the indentation error is probably due to mixing tabs and spaces, so check that, wherever you changed something.
3:). cv2.imwrite("test.png", X[0]). just saves an image. the actual prediction is done in :
also note, that this demo just uses the 1st image from the folder for testing, in real world you would have a separate img for testing (e.g. from a webcam)
1) opencv tutorial suggest to use pgm, then I need to convert my pictures to this format, right? 2) I'm running my program from ssh terminal on my macbook. Should I not replace the sys.argv[1] by the name of the folder where the images are? (in this case its name is 'images'), since it's an atribute of the function 'read_images'. 'resultado' is a folder where I want to save the picture after all process. In the original code phillip wrote
so my program facerec_demo.py is the the folder 'root' and inside this folder I have other two folders 'images' and 'resultados'. Inside 'images' I have other two folders, 'person1' and 'person2' where the images really are, so I thought I needed to change 'None' to 'resultado', but when I do that the program says resultado isn't defined
but when I leave None it prints USAGE:
facerec_demo.py </images> [</resultado>]
it means the program ends in the 'if'
if len(sys.argv) < 2: print "USAGE: facerec_demo.py </images> [</resultado>]" sys.exit()
what does mean len(sys.argv) < 2?
Oh ok, so it save the images as teste.png.
Then you said the program uses the 1st image from the folder for testing, which folder? root or the 1st image in the person1 folder (which is inside the folder images), that are actually my data? If it happens so, what do I need to change in the program to make it to user the image captured01.jpg inside root folder, which was taken by a webcam?
Hi Berak, are you still there?
model.train(np.asarray(X), np.asarray(y))
[p_label, p_confidence] = model.predict(img)
(again you have to hack it into your desired shape, be bold and fearless ;)