Image processing tutorial

Image Processing Tutorial
Basic Concepts
CCDWare Publishing
http://www.ccdware.com
© 2005 CCDWare Publishing

CCDStack Basic Image Processing Tutorial Page 2 of 55
Table of Contents
Introduction......................................................................................................................... 3
Starting CCDStack.............................................................................................................. 4
Creating Calibration Frames............................................................................................... 5
Create your Master Bias Frame ...................................................................................... 5
Create your Master Dark Frame ..................................................................................... 8
Create your Master Flat Frame ..................................................................................... 12
Creating a Master Light Frame......................................................................................... 16
Load Light Exposures................................................................................................... 16
Calibrate Images ........................................................................................................... 20
Dynamic DDP Scaling.................................................................................................. 21
Align Images................................................................................................................. 22
Resample Images .......................................................................................................... 27
Normalize Images......................................................................................................... 28
Data Rejection............................................................................................................... 29
Combining Images........................................................................................................ 33
Saving our Images............................................................................................................. 35
Saving FITS files .......................................................................................................... 35
Rescaling Images .......................................................................................................... 35
Saving TIFF files .......................................................................................................... 37
Saving the Screen Display ............................................................................................ 37
Gradient Removal............................................................................................................. 38
Flatten Background....................................................................................................... 38
LRGB Color...................................................................................................................... 40
Loading LRGB Masters................................................................................................ 40
Creating a LRGB Color Image ..................................................................................... 42
Background Normalization........................................................................................... 43
Making Color Adjustments........................................................................................... 44
Balancing White Points................................................................................................. 46
Enhanced Color............................................................................................................. 48
Creating Our Final Image ............................................................................................. 52
Exporting our Image Final Image................................................................................. 52
Conclusion ........................................................................................................................ 54
Support Options ................................................................................................................ 55
General Questions......................................................................................................... 55
Technical Support......................................................................................................... 55

Introduction
The following tutorial is meant to give you a basic understanding of how CCDStack
works as well as a suggested workflow for CCD image processing.
There are many advanced features of CCDStack not covered in this tutorial. Please see
the help file included with CCDStack to learn more about the power of this image
processing program.
We hope you find this tutorial helpful and it gets you started creating fantastic CCD
images.
For more information and support, please visit the CCDWare website at:
http://www.ccdware.com
Copyright Notice:
All sample images are copyright 2005 by Richard A. Bennion of the Ewell Observatory.
The sample images contained in the tutorial are a small subset of a much longer exposure
of M101. To keep file size down, only 10 of the 100 exposures are included for this
tutorial.
To see the final results of this image processed with CCDStack, please see:
http://www.ewellobservatory.com/gallery/viewer.cfm?ID=58

Starting CCDStack
Click on the CCDStack icon on your desktop. This will bring up an empty CCDStack
application window:

Creating Calibration Frames
The first step in processing your images is to create your master calibration frames.
Create your Master Bias Frame
From the main menu, select PROCESS > CALIBRATE > MAKE MASTER BIAS
From the CCDStack Sample Files, navigate to the Bias Frames directory and select all
the bias frames. Note: Use the CTRL-A keyboard shortcut to select all files quickly.

Once you click the Open button on the above dialog box, you will be presented with the
bias frame Combine Settings dialog box:
Use the above settings, and click the OK button.
You will then be asked where you would like to save the master bias frame. Select the
Calibration Masters directory in the CCDStack Sample Files and click Save.

After a few moments, you will be presented with your master bias frame.

Create your Master Dark Frame
From the main menu, select PROCESS > CALIBRATE > MAKE MASTER DARK.
From the CCDStack Sample Files, navigate to the Dark Frames directory and select all
the dark frames.

dark frame Combine Settings dialog box:
Use the above settings, and click the OK button. You will then be asked where you
would like to save the master dark frame. Select the Calibration Masters directory in the
CCDStack Sample Files and click Save.

After a few moments, you will be presented with your master bias frame.
You will notice that you now have two images in your stack. You can click on either file
to view it and use the Adjust Display dialog box to change the screen display of the bias
and dark frames.

Another useful piece of information is statistics about your calibration frames.
Select the Dark Master from the ImageManager dialog box so that it is displayed on
screen. Using your mouse, draw a rectangle at some point on your dark frame. This will
bring up the Information window:
The Information window displays important information and statistics about your data:
Close the Information window.

Create your Master Flat Frame
Now we are going to create our final calibration master, our flat frame. From the main
menu, select PROCESS > CALIBRATE > MAKE MASTER FLAT.
From the CCDStack Sample Files, navigate to the Flat Frames directory and select all the
flat frames.

You will then be presented the option to Dark or Bias subtract your flat frames. Select
Yes at the following dialog box:
You are now asked to select the Dark or Bias master you would like to use to calibrate
your flat frames. Navigate to the Calibration Masters directory and select the
Bias_Master.FIT file.
flat frame combine settings dialog box:

Use the above settings, and click the OK button. You will then be asked where you
would like to save the master flat frame. Select the Calibration Masters directory in the
CCDStack Sample Files and click Save.
After a few moments, you will be presented with your master flat frame.

You will now see all three of your master calibration frames in the ImageManager. Feel
free to look at the different files and get a feel for the Magnification dialog box as well
as the Adjust Display dialog box.
Before moving on to the next section of this tutorial, please select FILE > REMOVE
ALL IMAGES (CLEAR) to remove all the calibration frames from the ImageManager.

Creating a Master Light Frame
Load Light Exposures
Now that we have created all of our master calibration frames, it is time to create a master
light frame. The process is the same for any series of exposures taken with a particular
filter and bin mode.
First we need to open our raw exposures. From the main menu select FILE > OPEN and
navigate to the Light Frames directory in the CCDStack Sample Files.
Notes: You can use the CTRL-O keyboard shortcut to bring up the open dialog box. In
addition you can drag and drop files into the CCDStack application to add them to the
ImageManager.

Once our images are loaded, our screen should look something like this:
Let’s take a few moments to explore some key features of the CCDStack interface before
we move forward with our processing workflow:
The Magnification window
• The Magnification window allows you to zoom in and out the entire stack of
images contained in the ImageManager.
• Explore how the Show Pixels check box changes the operation of the
magnification slider.
• Using your mouse, select an area of the image and click the Zoom to Selection
button on the Magnification window.
• When you are done exploring, check the Size to window option to return the
image back to the above state.

The Select window
• The Select window allows us to step back and forth between our images.
• Click the forward and back arrows to cycle through your stack.
• Notice how the ImageManager window indicates what image of the stack is
currently being displayed.
• Click the Blink button to automatically cycle through your images in an animated
fashion.
• While in Blink mode, the forward and backward buttons, turn into options to
speed up or slow down the blink sequence.
• While Blinking your stack of images, the Blink button will turn into a Pause
button.
• Click the Pause button to stop the animation.
The ImageManager window
• The ImageManager window shows us all the exposures we have loaded into our
stack.
• By clicking on the left hand side of the window, we can select what exposure is
displayed on the screen.
• Using the up and down arrows, we can also navigate through the stack.
• The ImageManager contains useful information that we will explore later in this
tutorial.

The Adjust Display window
• One of CCDStacks more powerful features is the ability for you to adjust the
display of the image you are looking at on the screen separate from the 32 bit data
stored in CCDStacks memory. Any changes we make to the display have no
permanent effect on the actual data we are processing.
• Dynamic DDP is a very powerful feature for seeing more information in your raw
images. Check the DDP checkbox and the apply to all checkbox and click the
auto scale button. Even though we have not calibrated our image yet, we still see
a much more realistic view of our data.
• Try moving the DDP slider back and forth. This determines how much we are
stitching our data.
• Explore the Background, Maximum and Gamma sliders in conjunction with the
DDP adjustment to see how these affect your images.
• If you get lost, click the auto scale button to reset the current image you are
viewing or check apply to all and then click the auto scale button to reset all
images in the stack.
• We will explore sharpen and invert later in this tutorial.
Now that we are familiar with the basic operation of the CCDStack interface, let’s
continue our processing.
Make sure to reset your magnification to Size to window and auto scale the entire stack
before moving on to the next step.
If you have made changes that you are uncomfortable with, clear all images from the
application and reload them.

Calibrate Images
From the Main Menu, select PROCESS > CALIBRATE > CALIBRATE.
You will then be presented with the Calibration Settings dialog box.
Make sure that Dark subtraction and Flat field checkboxes are checked.
The last calibration frames that were created with CCDStack are automatically chosen for
you. If you would like to select another calibration file, just click on the path info box
and you will be presented with a dialog box asking for the location of the calibration
master.
CCDStack has very powerful Dark Subtraction Adaptation methods. These are
covered in more detail in the on-line help file. For now we will stick with the option
‘none’ as our darks frames were acquired at the same temperature and duration as our
light frames.

We do not need to subtract a Bias frame or a specific pedestal value as we have already
handled that process when we create the flat master.
Select the apply to all button to calibrate all the light exposures in the stack.
Dynamic DDP Scaling
Now that all of our frames are calibrated, this is a good time to use CCDStacks dynamic
DDP scaling display to see more detail in our individual exposures.
Check the DDP and apply to all options on the Adjust Display window and click the
auto scale button. We can also lower our background slightly to get a bit more contrast in
our image.

Once you are satisfied with the display of the images, move on to the next step.
Align Images
Now that our images are calibrated, we need to align our light frames. The images
contained with the sample files have been dithered to reduce signal to noise and eliminate
hot and cold pixels. They require a very accurate alignment.
From the Main Menu select STACK > REGISTER

This will present you with CCDStacks Registration dialog box:
In addition, the image display will turn a slightly red color and show us a view of our
base image overlaid on the other images in our stack.

There are many ways to align your images with CCDStack. This is covered in the on-line
help file. For this tutorial, we are going to do a simple star-snap.
Select the Star Snap tab on the Registration dialog box and click the Set Reference
Stars button:

At this point you will be presented with an inverted view of your image so you can more
clearly see the stars in the exposure.
Click on five or six stars around the image. Don’t worry about clicking the exact center
of the star. CCDStack will find the star, compute the centroid, and snap a crosshair on the
star.
As soon as you click on a star, the Information window will appear to show you
information about the star you selected. Ideally you would click on stars that have a
brightness range between 10,000 and 30,000 ADU. Avoid saturated stars and stars that
are too dim to be distinguished from the background.
Feel free to use the Magnification window to zoom in and out of the image for easy star
selection in star rich fields.
Once you have selected your alignment stars, click the OK button on the Select
Reference Stars dialog box.

You will then be switched back to normal view and the Registration dialog box.
Click the Snap All button on the Registration dialog box to align all the images in your
stack. Each image in the stack has now been shifted, rotated and scaled to match the base
image.
Don’t close the Registration dialog box yet, as we still need to resample all of our
aligned images.

Resample Images
Select the Apply tab on the Registration dialog box.
Select the Bicubic b-Spline resampling method from the drop down box and click apply
to all. There are more advanced methods of re-sampling covered in the on-line help file.
In a few moments all our images will be resampled permanently in CCDStacks image
buffer and we are ready to move to the next process.
Feel free to use the Blink tool and the ImageManager to asses the registration of your
images.

Normalize Images
In order to perform data rejection properly to our stack, we must first normalize all the
images to a common value.
From the Main Menu, select STACK > NORMALIZE > AUTO.
The Normalize dialog box will appear presenting you with the option of selecting an area
of your image to normalize.
For this tutorial, we are just going to click OK and let CCDStack select the best area of
the image to normalize.

In a few moments, CCDStack will complete normalizing your images.
While all your exposures are being normalized, the Information window will appear
showing the normalization parameters used on each image and the ImageManager will
show how much each image has been normalized.
Data Rejection
Now that our images are calibrated, aligned, re-sampled and normalized, its time to get
rid of unwanted data such as hot and cold pixels and cosmic ray hits. We achieve this
with data rejection.
From the Main Menu, select STACK > DATA REJECT > PROCEDURES.

You will now be presented with the Data Reject dialog box:
This is a very powerful feature of CCDStack with many option and capabilities. We will
not cover them here in this tutorial. More information can be found in the on-line help
file. We are going to perform a simple Sigma rejection to our stack of images.
From the Data Reject pull down menu, select STD Sigma Reject:

You will now be presented with the options that are relative to the STD sigma reject
procedure:
You will see in the above dialog box we have the option to enter the STD (Standard
Deviation) factor to reject pixels or we can select the check box called top image % and
specify what percent of pixels we want rejected from each image.
For this image, we are going to check the top image % option and enter a value of 2.

Now click the apply to all button. CCDStack will now compute what Standard Deviation
factor to use to ensure that a maximum of 2% of the total pixels are rejected in each one
of our images.
After a few moments, the factor will be computed and CCDStack will go through each
image and mark the rejected pixels.
In the Magnification window, check the Show Pixels option and zoom to 2.00.
In the Adjust Display window make sure the DDP option is checked, check apply to all,
and click the auto scale button.
In the ImageManager window, select m101_02. You should see something that looks
like this:
CCDStack has marked all the rejected pixels in red so you know exactly what has been
rejected in each image.
Blink through your stack of images at different zoom levels to see the rejected pixels in
each image.
Don’t close the Data Reject dialog at this point.

Combining Images
Now that we have rejected our unwanted pixels, we are ready to combine our stack of
images.
From the Main Menu, select STACK > COMBINE > SUM:
After a few moments, our stack of images are summed together, ignoring the rejected
pixels.
The resulting screen should look like thing:

Notice that we have a new image in our ImageManager called Sum m101. This is the
resultant image created from our stack of exposures.
Note that the total exposure time for the image now indicates 3000 seconds. This is
because we added 10 x 300 second exposures of M101 to create the summed image.
Also note in the Include column, the image is set to N. This indicates that if we perform
any additional combine operations, this image will not be included in these operations.
This would be a good time to explore the Adjust Display window to get a deeper feel for
how the image can be stretched in real time until you have a satisfactory result displayed.

Saving our Images
With CCDStack, we have many options to save our images. The following section gives
a brief overview of some common save operations.
Saving FITS files
Now is a good time for us to save our combined image. The first thing we should do is
save it as a 32 bit FITS file so we can adjust the image at a later time. Remember, the
display is just a visual representation of the data. The saved FITS file will not include our
current display settings, just the raw FITS data.
Make sure that Sum m101 is selected in the ImageManager.
From the Main Menu, select FILE > SAVE DATA > THIS > 32 BIT FLOATING
POINT FITS
Now we have our raw data saved for later manipulation and archive purposes.
Rescaling Images
After we have adjusted the image to our liking and want to preserve our settings, we will
want to rescale our image to match the display.
Make sure that Sum m101 is selected in the ImageManager.

From the Main Menu, select PROCESS > CREATE SCALED IMAGE.
You will now notice we have a new image in our ImageManager named Rescaled Sum
m101 Copy.
The display image from Sum m101 was scaled to a new 16-bit image. Notice in the
Adjust Display window that the Background is set to 0 and the Maximum is set to
65,536.

Saving TIFF files
Now that we have rescaled our image to a 16-bit format, we are now ready to save out the
image for editing in other programs.
Select Rescaled Sum m101 Copy in the ImageManager.
From the Main Menu, select SAVE DATA > THIS > 16 BIT TIFF.
Now we have a fully scaled 16-bit TIFF file that we can import into a program like
Photoshop.
Saving the Screen Display
Another option is to just save what ever is currently being display by CCDStack. For
instance, you want to save a JPEG file and post it on the Web.
Here we have three options:
Save the entire display (even those areas that may be off screen depending on your
magnification level) as a JPEG.
Save the entire display as a scaled TIFF.

Save what ever is being displayed on the screen as a JPEG. You might want to zoom to
one half actual size and save a small copy of the image
Gradient Removal
CCDStack has the ability to remove linear and non-linear gradients with a very easy to
use interface.
Flatten Background
You might have noticed while experimenting with our final summed image that we have
a few gradients in our image due to light pollution in the North.
A strong stretch of the image will reveal this gradient with more clarity:
To remove this gradient we are going to use the Flatten Background command.

From the Main Menu, select PROCESS > FLATTEN BACKGROUND:
Now we will use the Flatten Background tool to get rid of our gradients.
Using the mouse, select several areas that represent background area devoid of galaxy
structure as shown in the above image.
Once we have selected our points and are happy with the results, click the Apply button
to apply those changes permanently to our image.
This process can be repeated several times until you have removed all traces of the
original gradients.

Now bring back up the Adjust Display window (CTRL-A) and click on the auto scale
button.
As you can see, we easily corrected our gradient while preserving the integrity of the
image.
We can fine tune out display settings, rescale our image and save a TIFF file of our
finished light frame.
LRGB Color
CCDStack has very powerful color capabilities that will allow you to fine tune your color
settings in real-time.
Loading LRGB Masters
To start this process in the tutorial, clear all open images in CCDStack or restart the
application.

Open all the sample files in the LRGB Files directory. You should be presented with a
screen that looks something like this:
Feel free to view any of the images in the ImageManager to see the differences in the
color channels.
The sample M101 LRGB files have already been registered. If your LRGB images are
not registered, then you would want to use the PROCESS > REGISTER process
described earlier. They key to registering LRGB images is to make sure to select the
luminance file in the ImageManager as the base image for image registration.

Creating a LRGB Color Image
To create a new LRGB image from the images in our stack, select COLOR > CREATE
from the Main Menu:
Once selected, you will be presented with the ColorCreate dialog box:
Select which images in your stack correspond to the correct color channel as shown
above. CCDStack will look at filter names as indicated in the ImageManager, so the
correct files should be already selected.
Next, set your initial filter factor or RGB color ratio as indicated by your filter
manufacturer. The sample files were taken with AstroDon filters so we will use a RGB
color ration of 1:1:1.
Now click the Create button to apply your settings and create your LRGB image.
Notice in the ImageManager we have a new image in our stack called color.

Background Normalization
In most cases, our background value will not be the same for our RGB images. After you
click the Create button on the ColorCreate dialog box, you are presented with the
option to normalize your RGB values by selecting an area of the background that
contains no structure from our target.
With your mouse, create a rectangle selecting the background of our image as show
above. Don’t worry about a few stars in the area you select as CCDStack will ignore
those stars when computing the background value.
Once you select a background region with your mouse, CCDStack will open the
Information window showing statistics about the selected region. Notice now that we
have a R:G:B ratio value in addition to other statistics about the selected region. In this
case we can see that the green channel dominates the background.
CCDStack will optionally de-saturate the computed background to remove any faint
color gradients in our image. Leave this option checked.
Once you have selected a region of the background, click OK on the color background
dialog box.

You will now be presented with a normalized RGB version of your image with the
background desaturated:
Making Color Adjustments
Now that we have a normalized LRGB color image in our stack, we are presented with
the Adjust Color dialog box.

This is a very powerful feature that allows you to make color adjustments in real-time.
Using the Red, Green and Blue sliders, we can adjust the color balance of our image to
our liking. In addition, we can boost the saturation of our image with the Saturation
slider.
Remember that CCDStack is not altering the raw 96-bit color data contained in your
image. Any adjustments you make are only being represented on the display and can be
reset or changed at any time.
This is a good time to experiment with the RGB and Saturation sliders to see how they
affect your image.
It is also important to note that the Adjust Display window is also still active:
Using the Adjust Color and Adjust Display windows at the same time allows you
powerful flexibility in manipulating your image to achieve the exact result you desire.
Try experimenting with the DDP, Gamma, Maximum and Background sliders in
conjunction with changing the RGB and Saturation of your image.
If at any time you can reset the display to default by selecting auto scale from the Adjust
Display window.

Balancing White Points
One of the most powerful features of CCDStacks color capabilities is the ability to
balance your image based on a known white point in your image.
Before you start this step, click auto scale in the Adjust Display window.
On the Adjust Color dialog box make some major changes to your Red, Green and Blue
channels to create an unbalanced image. Make sure to do your best to ruin the image as
best as possible.
Once your image is significantly destroyed, click on the balance white/gray based on
selection area button on the Adjust Color window.

You will now be prompted to select an area of your image in which to balance the white
points of each channel:
Select a region in the core of our galaxy as indicated above with your mouse.

After selecting the region, CCDStack will automatically calculate the RGB ration
required to balance your image:
This technique can also be used to calibrate an image to a G2V star located in the field of
view.
In many cases you will find that balancing your white points in this fashion with a quick
click of the auto scale button on the Adjust Display window will create a very pleasing
image.
Enhanced Color
In the previous steps of the LRGB tutorial, we have been working in Natural Color
mode.
CCDStack has a special mode to work in color that may in certain cases create a more
pleasing result.

To use this mode, select COLOR > DISPLAY MODE > ENHANCED from the Main
Menu:
At first, this mode may look very odd due to the fact that our image was balanced using
the Natural color mode.

To correct for this, use the balance white/gray based on selection area button on the
Adjust Color window to reset and balance our RGB and Saturation levels.

Once balanced, you should be presented with an image that looks something like this:
Notice how the RGB and Saturation sliders behave differently in Enhanced color mode.
In many cases you will find that you will create a result more pleasing using Enhanced
color mode vs. Natural color mode.

Creating Our Final Image
Now using the Adjust Color and Adjust Display windows, let’s focus on creating our
final image.
As you can see, working with color in CCDStack is a very dynamic process. There are
limitless options to how you choose to display your image and you get to see them in
real-time without making permanent changes to the data that resides in memory.
Exporting our Image Final Image
Once we have an image that we are pleased with, its time to save the image for display or
for exporting into another graphics program such as Photoshop.
After we have adjusted the image to our liking and want to preserve our settings, we will
want to rescale our image to match the display.
Make sure that color is selected in the ImageManager.

From the Main Menu, select PROCESS > CREATE SCALED IMAGE.
You will now notice we have a new image in our ImageManager named Rescaled color
Copy.
Select Rescaled color Copy in the ImageManager.
From the Main Menu, select SAVE DATA > THIS > 16 BIT TIFF.
Now we have a fully scaled 16-bit TIFF file that we can import into our favorite graphics
program.
Another option is to just save what ever is currently being display by CCDStack. For
instance, you want to save a JPEG file and post it on the Web.

Here we have three options:
Save the entire display (even those areas that may be off screen depending on your
magnification level) as a JPEG.
Save the entire display as a scaled TIFF.
Save what ever is being displayed on the screen as a JPEG. You might want to zoom to
one half actual size and save a small copy of the image.
Conclusion
We hope you have found this tutorial to be helpful in getting you started using
CCDStack.
CCDStack has many, many more powerful features including:
• Pixel Math
• File Math
• Deconvolution
• Blurring
• Sharpening
CCDStack even contains a full 32-bit compiler so you can create your own procedures
for image processing.
We appreciate the time you have taken to explore CCDStack and look forward to seeing
your images!

Support Options
General Questions
Please visit the CCDWare website at http://www.ccdware.com for more information on
CCDStack and our other products for astrophotography.
Technical Support
CCDWare has a dedicated support forum for CCDStack users. This can be found at:
http://ccdware.infopop.cc/groupee

Image processing tutorial

More Related Content

Viewers also liked (20)

Similar to Image processing tutorial (20)

Recently uploaded (20)

Image processing tutorial