Files
Ivolution/facemovie.py
julien Lengrand-Lambert eac2a7727f Adds feature to resize all images to have the same head size.
Some problems with video creation. Cannot be read on vlc and wmp.

TODO :
Create executables
Allow saving sessions (will save lots of my time)
Ant script, test class (will also save some time!)
2012-04-18 18:45:51 +02:00

201 lines
7.1 KiB
Python

'''
Created on 27 mars 2012
@author: jll
'''
import cv
import os
import Guy
from FaceParams import FaceParams
class FaceMovie(object):
'''
Main class of the whole application.
Contains the core image processing functions.
Supports the communication layer with the end user interface.
'''
def __init__(self, in_folder, out_folder, param_folder):
'''
Constructor
'''
self.source= in_folder # Source folder for pictures
self.out = out_folder # Folder to save outputs
self.params_source = param_folder # Folder in which xml files can be found
self.guys = [] # List of pictures in source folder
# Setting up some default parameters for Face Detection
self.face_params = FaceParams(self.params_source)
# Position of the center in output images
self.x_center = 0
self.y_center = 0
# minimum size needed on right of center
self.x_af = 0
self.y_af = 0
# Needed minimum size of output image
self.dim_x = 0
self.dim_y = 0
def list_guys(self):
"""
Aims at populating the guys list, using the source folder as an input.
Guys list shall be sorted by file name alphabetical order
"""
try:
os.path.exists(self.source)
os.path.isdir(self.source) # checking if folder exists
except : # find precise exception
print "ERROR : Source folder not found ! Exiting. . ."
sys.exit(0)
# just listing directory. Lets be more secure later
files = os.listdir(self.source)
# loading images, create Guys and store it into guys
for token in files :
image = cv.LoadImage(os.path.join(self.source, token))
guy_name = os.path.splitext(token)[0]
a_guy = Guy.Guy(image, guy_name)
# populating guys
self.guys.append(a_guy)
def search_faces(self):
"""
Searches for all faces in the guys we have
Results to be stored directly in guys
"""
for a_guy in self.guys:
a_guy.search_face(self.face_params)
if a_guy.has_face(): # face(s) have been found
print "%d faces found for %s" % (a_guy.num_faces(), a_guy.name)
else:
print "Warning! No face found for %s" %(a_guy.name)
def normalize_faces(self, reference=0):
"""
Creates new images, normalized by face size
"""
if reference == 0:
reference = self.guys[0].faces[0][0][3] # catch face size (width)
for a_guy in self.guys:
if a_guy.has_face():
a_guy.normalize_face(reference)
def find_out_dims(self):
"""
Calculates best output image size and position depending on
faces found in guys.
"""
# FIXME: badly done !
for a_guy in self.guys:
if a_guy.has_face():
if a_guy.normalize:
xc = a_guy.x_norm_center
yc = a_guy.y_norm_center
inx = a_guy.norm_x
iny = a_guy.norm_y
else:
xc = a_guy.x_center
yc = a_guy.y_center
inx = a_guy.in_x
iny = a_guy.in_y
# update center
if xc > self.x_center:
self.x_center = xc
if yc > self.y_center:
self.y_center = yc
# update right part
if (inx - xc) > self.x_af:
self.x_af = inx - xc
if (iny - yc) > self.y_af:
self.y_af = iny - yc
self.dim_x = self.x_af + self.x_center
self.dim_y = self.y_af + self.y_center
def show_faces(self, time=1000, equalize=True):
"""
Show all faces that have been found for the guys.
The time for which each image will be displayed can be chosen.
Several modes can be chosen to adapt the result.
"""
for a_guy in self.guys:
if a_guy.has_face():
a_guy.create_video_output(self.dim_x,
self.dim_y,
self.x_center,
self.y_center)
a_guy.out_display(time)
def save_faces(self, out_folder, im_format="png"):
"""
Save all faces into out_folder, in the given image format
Debug is used to draw rectangles around found faces
"""
for a_guy in self.guys:
if a_guy.has_face():
a_guy.create_video_output(self.dim_x,
self.dim_y,
self.x_center,
self.y_center)
a_guy.save_result(out_folder, im_format)
def save_movie(self, out_folder, equalize=True):
"""
Creates a movie with all faces found in the inputs.
Guy is skipped if no face is found.
TODO : No codec involved !
TODO : Can FPS be changed?
Resize should be done somewhere else !
"""
filename = os.path.join(out_folder, "output.avi")
fourcc = 0#-1
fps = 24 # not taken into account
frameSize = (self.dim_x, self.dim_y)
my_video = cv.CreateVideoWriter(filename,
fourcc,
fps,
frameSize,
1)
for a_guy in self.guys:
if a_guy.has_face():
a_guy.create_video_output(self.dim_x,
self.dim_y,
self.x_center,
self.y_center)
cv.WriteFrame(my_video, a_guy.out_im)
def number_guys(self):
"""
Simply returns the number of guys in the current to-be movie
"""
return len(self.guys)
if __name__ == "__main__":
# quick and dirty tests
root_fo = "C:\Users\jll\perso\workspace\FaceMovie"
#in_fo = os.path.join(root_fo, "input\Axel_tsts")
in_fo = os.path.join(root_fo, "input\Axel")
out_fo = os.path.join(root_fo, "output")
par_fo = os.path.join(root_fo, "haarcascades")
my_movie = FaceMovie(in_fo, out_fo, par_fo)
my_movie.list_guys() # find images in input folder
my_movie.search_faces() # search for images with faces
# I want to change images so that all faces have the same size
my_movie.normalize_faces() # sets all faces to the same size
# I want to know the size of the output frame, knowing initial conditions
my_movie.find_out_dims() # finds output minimal size to get all eyes in the same place
#my_movie.show_faces(1000)
#my_movie.save_faces("output")
#my_movie.save_movie("output")
print "Facemovie finished !"