Files
sf-op/script/Devices/ImageStats.py
2016-09-23 10:02:46 +02:00

138 lines
4.8 KiB
Python

from startup import *
from ijutils import *
from ch.psi.pshell.imaging.Overlays import *
import ch.psi.pshell.imaging.Pen as Pen
import java.awt.Color as Color
import random
def get_centroid(source):
bi = source.getImage()
if bi is None:
return None
op = show_panel(bi, "Original")
ip = load_image(bi)
plot(get_histogram(ip), title = "Histogram")
grayscale(ip)
invert(ip)
gaussian_blur(ip)
auto_threshold(ip)
#binary_erode(ip)
show_panel(ip.getBufferedImage(), "Image")
(results,output_img)=analyse_particles(ip, 2000,20000, exclude_edges=False, print_table=True)
op.clearOverlays()
show_panel(output_img.getBufferedImage(), "Outlines")
if results.size()>0:
centroid = (results.getValue("XM",0), results.getValue("YM",0))
ov = Crosshairs(Pen(Color.ORANGE), java.awt.Point(int(centroid[0]),int(centroid[1])), java.awt.Dimension(15,15))
op.addOverlay(ov)
return centroid
import ch.psi.pshell.imaging.Filter as Filter
class SimulatedSource(Filter):
def process(self, img, data):
self.img=img
if img is None:
return None
ip = load_image(img)
pad_h = int((random.random()-0.5) * 500)
pad_v = int((random.random()-0.5) * 500)
#print "Pad = " , (pad_h, pad_v)
ip = pad_image(ip, -pad_h, pad_h, pad_v, -pad_v, fill_color = Color.BLACK)
return ip.getBufferedImage()
#return img
def waitNext(self, timeout):
self.pushImage(self.process(self.img, None))
class ImageStats(DeviceBase):
def __init__(self, name, source):
DeviceBase.__init__(self, name)
self.source = source
self.com_x_samples, self.com_y_samples = [], []
class ComX(Readable):
def read(self):
if len(self.image_stats.com_x_samples)==0: return None
return mean(self.image_stats.com_x_samples)
self.com_x_mean = ComX(); self.com_x_mean.image_stats = self
class ComY(Readable):
def read(self):
if len(self.image_stats.com_y_samples)==0: return None
return mean(self.image_stats.com_y_samples)
self.com_y_mean = ComY(); self.com_y_mean.image_stats = self
class ComXVar(Readable):
def read(self):
if len(self.image_stats.com_x_samples)==0: return None
return stdev(self.image_stats.com_x_samples)
self.com_x_stdev = ComXVar(); self.com_x_stdev.image_stats = self
class ComXVar(Readable):
def read(self):
if len(self.image_stats.com_y_samples)==0: return None
return stdev(self.image_stats.com_y_samples)
self.com_y_stdev = ComXVar(); self.com_y_stdev.image_stats = self
set_device_alias(self.com_x_mean, name + " com x mean")
set_device_alias(self.com_y_mean, name + " com y mean")
set_device_alias(self.com_x_stdev, name + " com x stdev")
set_device_alias(self.com_y_stdev, name + " com y stdev")
self.bg_en = False
self.num_images = 1
self.initialize()
def doUpdate(self):
self.com_x_samples, self.com_y_samples = [], []
for i in range(self.num_images):
if type(self.source) is not ch.psi.pshell.imaging.FileSource:
self.source.waitNext(3000)
centroid = get_centroid(self.source)
print "cent ", centroid
if centroid is not None:
self.com_x_samples.append(centroid[0])
self.com_y_samples.append(centroid[1])
def setNumberOfImages(self, value):
self.num_images = value
def enableBackground(self, value):
self.bg_en = value
def captureBackground(self, images):
self.doInitialize()
def doClose(self):
pass
def start(self):
pass
def stop(self):
pass
def get_simulated_source(img):
simulated_source = SimulatedSource()
simulated_source.img=None
simulated_source.initialize()
img.addListener(simulated_source)
show_panel(simulated_source)
return simulated_source
if __name__ == "__builtin__":
simulated_source = get_simulated_source(image)
print get_centroid(simulated_source)
add_device(ImageStats("image_stats", simulated_source), True)
image_stats.enableBackground(False)
for i in range (10):
image_stats.update()
print image_stats.take(), image_stats.com_x_mean.read(), image_stats.com_y_mean.read()
time.sleep(1)