To stack or not to stack

novetan5

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I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement. Whereas there are many videos say otherwise, ie stacking will bring about improvement, and they also zoomed in to show the diff. Which is which now I’m confused. As I’m a Mac user, I need to purchase a software for stacking. But am not prepare to spend the money going after a useless experiment if it is already a known fact stacking is a myth that simply propogate amongst photographers that he knows better.

I have not tried stacking yet but what is your advise. En are two sample images in single shot edited in PS. Arean’t they good enough or you think stacking can further improve it?

Same question goes to star trails. To stack ot not to stack.

Tks and appreciate any advise



baa05d1470bd4e64b10ae8ef05f87614.jpg



dda514d06b3d41159149f2ec4914fd2f.jpg
 
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I use Sequator for stacking, both for star trails and for series of MW shots. IMO, for wide angle images of the MW, it is easier to get away with one single photo, because the MW will be small in the frame anyway. With longer lenses, stacking is better.



Stack of 4 shots taken with 35mm APSC lens.
Stack of 4 shots taken with 35mm APSC lens.



Single photo.
Single photo.

In Sequator, you can also choose to "freeze ground", which does not allow then to accumulate the stars for non-trail projects. If you do not freeze the ground, you can choose to accumulate the stars, but then the ground will move.

For trails I always stack.



200 shots, 20 seconds each.
200 shots, 20 seconds each.



--
www.paulobizarro.com
 
I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement. Whereas there are many videos say otherwise, ie stacking will bring about improvement, and they also zoomed in to show the diff. Which is which now I’m confused. As I’m a Mac user, I need to purchase a software for stacking. But am not prepare to spend the money going after a useless experiment if it is already a known fact stacking is a myth that simply propogate amongst photographers that he knows better.

I have not tried stacking yet but what is your advise. En are two sample images in single shot edited in PS. Arean’t they good enough or you think stacking can further improve it?
You can stack in Photoshop, but lining up and stacking even only 6 images is a real pain. The stars circle the celestial poles at a rate of ¼° per minute while the foreground doesn't move, so you also have a masking problem at the horizon. Having said that, stacking images will allow you to capture more photons in total, which gives you the option of shorter exposures and lower ISO (gain), which in turn reduces star trailing and noise and makes the rest of the post processing easier. Siril is one powerful, free Mac OS program I can think of (there are others) that would be worth trying to see if it makes enough difference for you. Affinity Photo is worth a look at for its Astrophotography persona, as it's an inexpensive program that's going for half price at the moment. I generally use Sequator for stacking but then I've given up trying to like Apple products.
Same question goes to star trails. To stack ot not to stack.
My advice would definitely be to stack star trails. StarStax is a free program that also has a Mac OS version. It has a controllable gap-filling option that is very useful. Film's reciprocity failure meant that skies stayed dark with exposure times measured in hours, but that just doesn't work with digital sensors. I still get blueish skies with 30 seconds exposures and ISO 100 at this time of year because it doesn't actually get dark here until well into August.
 
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I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement.
Can you provide a link to this YouTube video? And what resolution did you view the video at? Even at 4K, video frames have much less resolution than an image from a typical camera. When camera images are downsized for video presentation, they already get additional averaging that can reduce the apparent benefits of the noise reduction from stacking. Noise reduction from stacking is a mathematical fact supported by almost the entire body of astronomical images taken with digital cameras (apart from landscape astrophotos, where stacking is not universally done).
I have not tried stacking yet but what is your advise.
If you aren’t happy with the noise levels in your images, there are four things you can do. You can use a lens with a larger aperture diameter, which lets in more light. You can use noise reduction during image processing. You can track. You can stack. Choose any combination, including all of the above. I chose all of the above myself. There’s no such as thing as too little noise. It’s the name of the astrophotography game.

Of course, tracking and/or stacking requires more work, both during acquisition and during processing. Even using a larger lens can require more work if the focal length of that lens isn’t short enough to get the required field of view, because you will then be shooting a mosaic. But you only get out of this hobby what you put in.
 
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When you have a Mac, you may try the free and open-source app Burst Photo (https://burst.photo). It enables stacking of frames in the RAW domain and it is robust against star motion. The output is a RAW-DNG that can be further processed with your RAW converter of choice. It also works when you have a static foreground. Below is an example crop of the night sky intended for demonstration purposes (100% view recommended). The two images were processed in DxO PhotoLab to taste without applying sharpening or noise reduction. As can be seen, the stacked image has lower noise levels and reduced hot pixels.

Panasonic G9: Single frame, 6 s exposure time
Panasonic G9: Single frame, 6 s exposure time

Panasonic G9: Stacked result of 10 frames with 6 s exposure time each
Panasonic G9: Stacked result of 10 frames with 6 s exposure time each
 

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Panasonic G9: Single frame, 10 s exposure time
Panasonic G9: Single frame, 10 s exposure time

Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
 
I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement. Whereas there are many videos say otherwise, ie stacking will bring about improvement, and they also zoomed in to show the diff. Which is which now I’m confused. As I’m a Mac user, I need to purchase a software for stacking. But am not prepare to spend the money going after a useless experiment if it is already a known fact stacking is a myth that simply propogate amongst photographers that he knows better.

I have not tried stacking yet but what is your advise. En are two sample images in single shot edited in PS. Arean’t they good enough or you think stacking can further improve it?
You can stack in Photoshop, but lining up and stacking even only 6 images is a real pain. The stars circle the celestial poles at a rate of ¼° per minute while the foreground doesn't move, so you also have a masking problem at the horizon. Having said that, stacking images will allow you to capture more photons in total, which gives you the option of shorter exposures and lower ISO (gain), which in turn reduces star trailing and noise and makes the rest of the post processing easier. Siril is one powerful, free Mac OS program I can think of (there are others) that would be worth trying to see if it makes enough difference for you. Affinity Photo is worth a look at for its Astrophotography persona, as it's an inexpensive program that's going for half price at the moment. I generally use Sequator for stacking but then I've given up trying to like Apple products.
Same question goes to star trails. To stack ot not to stack.
My advice would definitely be to stack star trails. StarStax is a free program that also has a Mac OS version. It has a controllable gap-filling option that is very useful. Film's reciprocity failure meant that skies stayed dark with exposure times measured in hours, but that just doesn't work with digital sensors. I still get blueish skies with 30 seconds exposures and ISO 100 at this time of year because it doesn't actually get dark here until well into August.
Tks. Will try out Siril. But my OS is High Sierra, already quite an old version. Hope still compatible
 
I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement.
Can you provide a link to this YouTube video? And what resolution did you view the video at? Even at 4K, video frames have much less resolution than an image from a typical camera. When camera images are downsized for video presentation, they already get additional averaging that can reduce the apparent benefits of the noise reduction from stacking. Noise reduction from stacking is a mathematical fact supported by almost the entire body of astronomical images taken with digital cameras (apart from landscape astrophotos, where stacking is not universally done).
I have not tried stacking yet but what is your advise.
If you aren’t happy with the noise levels in your images, there are four things you can do. You can use a lens with a larger aperture diameter, which lets in more light. You can use noise reduction during image processing. You can track. You can stack. Choose any combination, including all of the above. I chose all of the above myself. There’s no such as thing as too little noise. It’s the name of the astrophotography game.

Of course, tracking and/or stacking requires more work, both during acquisition and during processing. Even using a larger lens can require more work if the focal length of that lens isn’t short enough to get the required field of view, because you will then be shooting a mosaic. But you only get out of this hobby what you put in.
Here's the link. Sorry I got mixed up. The 400% zoom was refering to another vid. At almost the end of the vid showed the comparison, seemingly not noticeable

 
Panasonic G9: Single frame, 10 s exposure time
Panasonic G9: Single frame, 10 s exposure time

Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
Tks for the samples. I hv viewed all 4 images and yes, I can see the stark difference.

I'm a Mac user, can't use Sequator. So I used only Starstax. And I heard post stacking is a pain in the a**. And Starstax don't have the stacking function but it has dark frames subtraction function. At the end of the shoot just shoot maybe 10 frames with lens cap on and use Starstar dark frames function. It seems like a breeze. I hv not tried that out yet.

What are your thoughts abt the diff. in stacking and using dark frames

Tks
 
I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement. Whereas there are many videos say otherwise, ie stacking will bring about improvement, and they also zoomed in to show the diff. Which is which now I’m confused. As I’m a Mac user, I need to purchase a software for stacking. But am not prepare to spend the money going after a useless experiment if it is already a known fact stacking is a myth that simply propogate amongst photographers that he knows better.

I have not tried stacking yet but what is your advise. En are two sample images in single shot edited in PS. Arean’t they good enough or you think stacking can further improve it?
You can stack in Photoshop, but lining up and stacking even only 6 images is a real pain. The stars circle the celestial poles at a rate of ¼° per minute while the foreground doesn't move, so you also have a masking problem at the horizon. Having said that, stacking images will allow you to capture more photons in total, which gives you the option of shorter exposures and lower ISO (gain), which in turn reduces star trailing and noise and makes the rest of the post processing easier. Siril is one powerful, free Mac OS program I can think of (there are others) that would be worth trying to see if it makes enough difference for you. Affinity Photo is worth a look at for its Astrophotography persona, as it's an inexpensive program that's going for half price at the moment. I generally use Sequator for stacking but then I've given up trying to like Apple products.
Same question goes to star trails. To stack ot not to stack.
My advice would definitely be to stack star trails. StarStax is a free program that also has a Mac OS version. It has a controllable gap-filling option that is very useful. Film's reciprocity failure meant that skies stayed dark with exposure times measured in hours, but that just doesn't work with digital sensors. I still get blueish skies with 30 seconds exposures and ISO 100 at this time of year because it doesn't actually get dark here until well into August.
I'm using Starstax and has ditch PS ages ago as I find it really too slow. I experimented the gap filling is not much of a help. But am sure you are aware there is a dark frames subtraction function.

I hv not tried out shooting dark frames at the end of the shoot where we put the lens cap on. What are your thoughts abt the difference between stacking and using dark frames. Obviously dark frames has less work but are there any benefit at all or any noticeable diff.

Tks
 
I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement.
Can you provide a link to this YouTube video? And what resolution did you view the video at? Even at 4K, video frames have much less resolution than an image from a typical camera. When camera images are downsized for video presentation, they already get additional averaging that can reduce the apparent benefits of the noise reduction from stacking. Noise reduction from stacking is a mathematical fact supported by almost the entire body of astronomical images taken with digital cameras (apart from landscape astrophotos, where stacking is not universally done).
I have not tried stacking yet but what is your advise.
If you aren’t happy with the noise levels in your images, there are four things you can do. You can use a lens with a larger aperture diameter, which lets in more light. You can use noise reduction during image processing. You can track. You can stack. Choose any combination, including all of the above. I chose all of the above myself. There’s no such as thing as too little noise. It’s the name of the astrophotography game.

Of course, tracking and/or stacking requires more work, both during acquisition and during processing. Even using a larger lens can require more work if the focal length of that lens isn’t short enough to get the required field of view, because you will then be shooting a mosaic. But you only get out of this hobby what you put in.
Here's the link. Sorry I got mixed up. The 400% zoom was refering to another vid. At almost the end of the vid showed the comparison, seemingly not noticeable

You and I are drawing different conclusions out of that video, then. I can see even when watching the video in a little window on my monitor at 720p video resolution (and very obvious when viewed in 1080p fullscreen) that the stacked image shown at 18m25s is much better than the single-exposure image shown in the same video frame. The stacked image has better colors in the Milky Way and details in the Milky Way are sharper. The lack of sharpness in the single exposure is likely due to the application of more noise reduction to combat the greater noise. Since the stacked image has a better signal-to-noise ratio (sqrt of 10 or about 3 times better), it needed less noise reduction.

The author states that the tracked image is even better than the stacked image, but that this isn't obvious unless they are viewed side by side. This likely has to do with the fact that the author's exposure time of 13 seconds for the untracked exposures is just a little too long for pin-point stars at 20mm. So in each of the untracked exposures, the light from each object (star, nebula, dust cloud) gets spread out across multiple pixels, resulting in less SNR at each pixel than when tracking.
 
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The two images were processed in DxO PhotoLab to taste without applying sharpening or noise reduction. As can be seen, the stacked image has lower noise levels and reduced hot pixels.
That's a good point. Stacking, provided you use enough frames (Sequator on the PC needs only four), allows rejection of hot pixels as well as airplane trails, satellite trails and (I have learned recently) overhead telephone lines and power lines (depending on their thickness). Stacking can also reduce false-colored stars if you are using a camera without an anti-aliasing filter along with a really sharp lens that can focus a star down to a single sensor element. The stars get sampled across different pixels and on average are rendered in their actual colors.

These are the main reasons that I usually choose to stack my tracked exposures even when I have the option of simply increasing the tracking time instead. I have also seen evidence that the kind of stacking algorithm required rejecting hot pixels and other unwanted signal (e.g., kappa-sigma rejection) actually leads to substantially better SNR than simple averaging. Stacking is a win-win-win.

(PS. I should mention that dithering occurs between exposures. That’s necessary for the rejection algorithms to work.)
 
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I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement. Whereas there are many videos say otherwise, ie stacking will bring about improvement, and they also zoomed in to show the diff. Which is which now I’m confused. As I’m a Mac user, I need to purchase a software for stacking. But am not prepare to spend the money going after a useless experiment if it is already a known fact stacking is a myth that simply propogate amongst photographers that he knows better.

I have not tried stacking yet but what is your advise. En are two sample images in single shot edited in PS. Arean’t they good enough or you think stacking can further improve it?
You can stack in Photoshop, but lining up and stacking even only 6 images is a real pain. The stars circle the celestial poles at a rate of ¼° per minute while the foreground doesn't move, so you also have a masking problem at the horizon. Having said that, stacking images will allow you to capture more photons in total, which gives you the option of shorter exposures and lower ISO (gain), which in turn reduces star trailing and noise and makes the rest of the post processing easier. Siril is one powerful, free Mac OS program I can think of (there are others) that would be worth trying to see if it makes enough difference for you. Affinity Photo is worth a look at for its Astrophotography persona, as it's an inexpensive program that's going for half price at the moment. I generally use Sequator for stacking but then I've given up trying to like Apple products.
Same question goes to star trails. To stack ot not to stack.
My advice would definitely be to stack star trails. StarStax is a free program that also has a Mac OS version. It has a controllable gap-filling option that is very useful. Film's reciprocity failure meant that skies stayed dark with exposure times measured in hours, but that just doesn't work with digital sensors. I still get blueish skies with 30 seconds exposures and ISO 100 at this time of year because it doesn't actually get dark here until well into August.
I'm using Starstax and has ditch PS ages ago as I find it really too slow. I experimented the gap filling is not much of a help. But am sure you are aware there is a dark frames subtraction function.

I hv not tried out shooting dark frames at the end of the shoot where we put the lens cap on. What are your thoughts abt the difference between stacking and using dark frames. Obviously dark frames has less work but are there any benefit at all or any noticeable diff.
Tks
It's easy to check for yourself with your own kit; ideally take a dozen or so at the same exposure time and shutter speed. I'd use Long Exposure Noise Reduction if I were just going for a single shot as that's the camera doing its own dark frame subtraction automatically. Obviously that's worse than useless for stacking star trails because the gaps would be longer than the trails - I just use high speed continuous drive with a cheap wired remote control locked down for stacking.

The gap filling in StarStax is better than nothing . You can adjust the amount (more is more) and Threshold (less is more; there's a switchable green overlay to give you an idea of the threshold).
 
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I used to shoot Milky Way just using a single shot and edit PS. Then I heard my friends all talking about stacking a few MW images (something like 10 or 15 images) and that will bring out the colors and eliminate the noise. So I went to check it out in Youtube and come across one particular video showing too little benefits for so much work needed for stacking that its just not worth the extra effort. It zoomed in 400% to see little improvement.
Can you provide a link to this YouTube video? And what resolution did you view the video at? Even at 4K, video frames have much less resolution than an image from a typical camera. When camera images are downsized for video presentation, they already get additional averaging that can reduce the apparent benefits of the noise reduction from stacking. Noise reduction from stacking is a mathematical fact supported by almost the entire body of astronomical images taken with digital cameras (apart from landscape astrophotos, where stacking is not universally done).
I have not tried stacking yet but what is your advise.
If you aren’t happy with the noise levels in your images, there are four things you can do. You can use a lens with a larger aperture diameter, which lets in more light. You can use noise reduction during image processing. You can track. You can stack. Choose any combination, including all of the above. I chose all of the above myself. There’s no such as thing as too little noise. It’s the name of the astrophotography game.

Of course, tracking and/or stacking requires more work, both during acquisition and during processing. Even using a larger lens can require more work if the focal length of that lens isn’t short enough to get the required field of view, because you will then be shooting a mosaic. But you only get out of this hobby what you put in.
Here's the link. Sorry I got mixed up. The 400% zoom was refering to another vid. At almost the end of the vid showed the comparison, seemingly not noticeable

You and I are drawing different conclusions out of that video, then. I can see even when watching the video in a little window on my monitor at 720p video resolution (and very obvious when viewed in 1080p fullscreen) that the stacked image shown at 18m25s is much better than the single-exposure image shown in the same video frame. The stacked image has better colors in the Milky Way and details in the Milky Way are sharper. The lack of sharpness in the single exposure is likely due to the application of more noise reduction to combat the greater noise. Since the stacked image has a better signal-to-noise ratio (sqrt of 10 or about 3 times better), it needed less noise reduction.

The author states that the tracked image is even better than the stacked image, but that this isn't obvious unless they are viewed side by side. This likely has to do with the fact that the author's exposure time of 13 seconds for the untracked exposures is just a little too long for pin-point stars at 20mm. So in each of the untracked exposures, the light from each object (star, nebula, dust cloud) gets spread out across multiple pixels, resulting in less SNR at each pixel than when tracking.
At 18m25s, I noticed that too the single stack is softer and less colour. If that was my image, I'd normally use level to correct it, maybe add a tad of colours. In fact I did that after I noticed the diff and I managed to get similar result. Adding sharpness back to the MW is optional.

I'm not debating your conclusion but am glad I learned alot out of these discussions.

Tks
 
Panasonic G9: Single frame, 10 s exposure time
Panasonic G9: Single frame, 10 s exposure time

Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
Panasonic G9: Stacked result of 6 frames with 10 s exposure time each
Tks for the samples. I hv viewed all 4 images and yes, I can see the stark difference.
I'm a Mac user, can't use Sequator. So I used only Starstax.
Starry Sky Stacker and Starry Landscape Stacker are modestly priced Mac packages that have very loyal followings.
And I heard post stacking is a pain in the a**.
It’s not even close to that when you use one of the specialized applications. Drag and drop two sets of files.
And Starstax don't have the stacking function but it has dark frames subtraction function. At the end of the shoot just shoot maybe 10 frames with lens cap on and use Starstar dark frames function. It seems like a breeze. I hv not tried that out yet.
What are your thoughts abt the diff. in stacking and using dark frames
Tks
Apples and oranges. Stacking’s primary effect is to reduce photon shot noise. That refers to the randomness of the arrival timing. That noise equals the square root of the number of recorded photons, and the same math works on the data numbers in the image file. With 4X the photons you will have 2X the signal to noise ratio. 100X gets you to a 10X benefit. So there is a diminishing return aspect that is a problem when you want to include moving stars with a stationary foreground.

Dark frames are used to a) reduce fixed pattern noise like lines and amplifier glow (largely a thing of older cameras thankfully) and hot pixels, as well as b) thermal noise that arises in the sensor structure. If you have amp glow that will be the worst of the issues. It looks like a light leak on one side of the frame.

The highly undesirable way to employ dark frames is to use long exposure noise reduction because it takes a dark frame after every light frame. That wastes valuable exposure time. What many people would rather do is to collect a set of dark frames in a sequence at the end of a session, while they pack up. Since the lights and darks are collected at almost the same time and at sort of the same sensor temperature, they can be somewhat useful. However to maximize the benefit the sensor would need to be operated at the same regulated temperature throughout which is not available in a general purpose camera.

Between stacking and dark subtraction you will obtain quite a lot more visual benefit from the former. Many night sky landscape shooters using general purpose cameras don’t bother to collect dark frames. Here are some thoughts to consider, your mileage may vary:

Hot pixels are a frequently cited reason to do dark frame subtraction. I decided to see for myself for my cameras if they do in fact persist from one frame to the next. I collected a few dozen long exposures in a dark closet with the lens cap on. About half of them persisted to the following frame, half of those persisted to the third frame, half of those persisted for a fourth, etc. Therefore there wouldn’t be many that were present in both the averaged lights and the averaged darks. I decided to heal them manually in post. Also some raw converters and some stacking programs suppress many of them automatically.

Here’s a potential downside: If the dark noise you are subtracting is not repetitive (in other words, primarily random in nature) from frame to frame, subtraction actually increases noise. Let that sink in for a second. To subtract uncorrelated noise is to add an inverted copy of the noise. Don’t do that on the basis of 1 light frame -1 dark frame; that’s the camera’s long exposure noise reduction feature. Instead average many lights and average many darks, then do the subtraction. The apps manage that for you.

With a regulated, cooled sensor the random thermal dark noise is greatly reduced to very nearly nothing. That mitigates the problem of random - random. What it leaves in place is any fixed pattern noise which is useful to subtract out. So it’s a technique most commonly associated with specialized astro cameras.

--
Wag more; bark less.
 
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And I heard post stacking is a pain in the a**.
It’s not even close to that when you use one of the specialized applications. Drag and drop two sets of files.
Indeed, stacking is easy, probably the easiest processing step of any that are typically required. I don’t know what the post in the OP’s “post stacking” means. But if it implies (partial) processing of the images before stacking, that is also an option used by some astrophotographers. It doesn’t really change the difficulty level if a program like Lightroom is used to apply a set of edits to a group of images. (Let’s not travel down the linear vs. non-linear rabbit hole.)
The highly undesirable way to employ dark frames is to use long exposure noise reduction because it takes a dark frame after every light frame. That wastes valuable exposure time.
I concur. But it can come in handy if you are doing a single exposure or a very short stack (too short to allow use of kappa-sigma rejection).
Many night sky landscape shooters using general purpose cameras don’t bother to collect dark frames.
Some “general” astrophotographers using general-purpose cameras don’t bother with dark frames either. If a camera doesn’t exhibit amp glow, then dithering combined with kappa-sigma rejection can usually suffice.
Here’s a potential downside: If the dark noise you are subtracting is not repetitive (in other words, primarily random in nature) from frame to frame, subtraction actually increases noise. Let that sink in for a second. To subtract uncorrelated noise is to add an inverted copy of the noise.
Nice to see someone mention this. I should add that there will always be random noise in dark frames. Which means this noise will always be added to the lights when calibrating. It takes a significant number of dark frames to reduce that added noise to a “suitable” level. Most astrophotographers seem to use too few (e.g., 10 or 12). I don’t think they realize what happens when they do that.
Don’t do that on the basis of 1 light frame -1 dark frame; that’s the camera’s long exposure noise reduction feature. Instead average many lights and average many darks, then do the subtraction. The apps manage that for you.
That’s good advice in general. But with respect to how much random noise is added, use of LENR when taking N exposures to stack should be mathematically equivalent to applying N dark frames to a non-LENR stack. (That does assume that only true addition, subtraction and division by N is occurring. Some additional operations may be at work during LENR.)

The main advantage of taking darks separately rather than after each exposure is that you are not forced to use N dark frames, which typically saves time. Assuming a “library” of pre-collected dark frames is used, which seems pretty common, applying dark frames has no time penalty during an imaging session at all. And some image-processing programs that stack can temperature match automatically based on the amount of random noise in each dark frame taken from a dark-frame library. (PixInsight and Siril are examples, if I am not mistaken.)

For the record, I don’t take dark frames. I just dither and use rejection during stacking.
 
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Tks for the samples. I hv viewed all 4 images and yes, I can see the stark difference.
I'm a Mac user, can't use Sequator. So I used only Starstax.
Starry Sky Stacker and Starry Landscape Stacker are modestly priced Mac packages that have very loyal followings.
And I heard post stacking is a pain in the a**.
It’s not even close to that when you use one of the specialized applications. Drag and drop two sets of files.
And Starstax don't have the stacking function but it has dark frames subtraction function. At the end of the shoot just shoot maybe 10 frames with lens cap on and use Starstar dark frames function. It seems like a breeze. I hv not tried that out yet.
What are your thoughts abt the diff. in stacking and using dark frames
Tks
Apples and oranges. Stacking’s primary effect is to reduce photon shot noise. That refers to the randomness of the arrival timing. That noise equals the square root of the number of recorded photons, and the same math works on the data numbers in the image file. With 4X the photons you will have 2X the signal to noise ratio. 100X gets you to a 10X benefit. So there is a diminishing return aspect that is a problem when you want to include moving stars with a stationary foreground.

Dark frames are used to a) reduce fixed pattern noise like lines and amplifier glow (largely a thing of older cameras thankfully) and hot pixels, as well as b) thermal noise that arises in the sensor structure. If you have amp glow that will be the worst of the issues. It looks like a light leak on one side of the frame.

The highly undesirable way to employ dark frames is to use long exposure noise reduction because it takes a dark frame after every light frame. That wastes valuable exposure time. What many people would rather do is to collect a set of dark frames in a sequence at the end of a session, while they pack up. Since the lights and darks are collected at almost the same time and at sort of the same sensor temperature, they can be somewhat useful. However to maximize the benefit the sensor would need to be operated at the same regulated temperature throughout which is not available in a general purpose camera.

Between stacking and dark subtraction you will obtain quite a lot more visual benefit from the former. Many night sky landscape shooters using general purpose cameras don’t bother to collect dark frames. Here are some thoughts to consider, your mileage may vary:

Hot pixels are a frequently cited reason to do dark frame subtraction. I decided to see for myself for my cameras if they do in fact persist from one frame to the next. I collected a few dozen long exposures in a dark closet with the lens cap on. About half of them persisted to the following frame, half of those persisted to the third frame, half of those persisted for a fourth, etc. Therefore there wouldn’t be many that were present in both the averaged lights and the averaged darks. I decided to heal them manually in post. Also some raw converters and some stacking programs suppress many of them automatically.

Here’s a potential downside: If the dark noise you are subtracting is not repetitive (in other words, primarily random in nature) from frame to frame, subtraction actually increases noise. Let that sink in for a second. To subtract uncorrelated noise is to add an inverted copy of the noise. Don’t do that on the basis of 1 light frame -1 dark frame; that’s the camera’s long exposure noise reduction feature. Instead average many lights and average many darks, then do the subtraction. The apps manage that for you.

With a regulated, cooled sensor the random thermal dark noise is greatly reduced to very nearly nothing. That mitigates the problem of random - random. What it leaves in place is any fixed pattern noise which is useful to subtract out. So it’s a technique most commonly associated with specialized astro cameras.
Tks for the very detailed explanation. I managed to dig out a MW raw files recently taken (I thought I trashed it). These images were shot in ISO1600. Apparently there isn’t any hot pixels. Why is that so?

I used PS to apply the stacking technique (my very first time). Below are the results.

1st photo – single image. No noise reduction applied

2nd photo – stacked of 5 images. No noise reduction applied

3rd photo – single image. Noice reduction was applied

4th photo - stacked of 5 images. Noise reduction was applied

My conclusion.

Just look at the MW. Forget abt the foregrd and colour (that can be tweet). I’m just concentrating at how best to eliminate the noise.

a) There is noticeable diff between 1 & 2

b) There isn’t any noticeable diff between 3 & 4 once noise reduction is applied. Or rather I can’t make up my mind which is better.

Questions

d) The stacked image (ie 3 & 4) are softer. Is that normal?

e) Since I’m able to eliminate noise with post noise reduction as in 3, why bother to go thru the stacking process as in 4. As said earlier, both looked almost the same to me.

f) Do we apply noise reduction for stacking process? Anyway, I felt it shld as 3 is better than 2 although at the expense of a softer image.

This my first findings and I won’t commit this is conclusive. Maybe am missing something.

BTW, although there were 5 images being stacked, it don't appeared to be blurry. I wonder why. Too little images to get it blur?

Lastly, how many images is good for stacking to yield a good result.

Fully appreciate your views and feedback. Tks so much

1 - single image. No noise reduction applied
1 - single image. No noise reduction applied

2 - stacked of 5 images. No noise reduction applied
2 - stacked of 5 images. No noise reduction applied

3 - single image. Noise reduction was applied
3 - single image. Noise reduction was applied

4 - stacked of 5 images. Noise reduction was applied
4 - stacked of 5 images. Noise reduction was applied
 
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I managed to dig out a MW raw files recently taken (I thought I trashed it). These images were shot in ISO1600. Apparently there isn’t any hot pixels. Why is that so?

I used PS to apply the stacking technique (my very first time). Below are the results.

1st photo – single image. No noise reduction applied

2nd photo – stacked of 5 images. No noise reduction applied

3rd photo – single image. Noice reduction was applied

4th photo - stacked of 5 images. Noise reduction was applied
I think you might have mis-identified 3 and 4. To my eyes, 1 is to 4 as 2 is to 3, in terms of color temperature, brightness, and noise. I can't ignore those correlations.
My conclusion.

Just look at the MW. Forget abt the foregrd and colour (that can be tweet). I’m just concentrating at how best to eliminate the noise.

a) There is noticeable diff between 1 & 2
I'd even call it prominent.
b) There isn’t any noticeable diff between 3 & 4 once noise reduction is applied. Or rather I can’t make up my mind which is better.
The noise does look noticeably different to me.
Questions

d) The stacked image (ie 3 & 4) are softer. Is that normal?
Do you mean 2 and 4? But please describe more specifically what you mean by softer.

What I see:
  • 4 and 3 are smoother than 1 and 2 as obviously expected.
  • Judging by the appearance of stars at 100% (the "litmus test" for resolution), I think I see evidence of imperfect alignment at the center of the frame; but I'm not really convinced of there being a difference in at least one other location. There seems to be a linear elongation at the center area. You could try this again with one of the free packages (or free trials of a paid package) of one of the specialized stacking applications. They readily perform any necessary rotations, but I'm not sure if PhotoShop does.
  • Stacking helps enormously before noise reduction is applied, and the advantage still remains but to a smaller extent after the noise reduction.
e) Since I’m able to eliminate noise with post noise reduction as in 3, why bother to go thru the stacking process as in 4. As said earlier, both looked almost the same to me.
I see a clear difference in the noise between 3 and 4. I compared the lower sky glow and also star cloud areas in the Milky Way.
f) Do we apply noise reduction for stacking process? Anyway, I felt it shld as 3 is better than 2 although at the expense of a softer image.

This my first findings and I won’t commit this is conclusive. Maybe am missing something.
BTW, although there were 5 images being stacked, it don't appeared to be blurry. I wonder why. Too little images to get it blur?

Lastly, how many images is good for stacking to yield a good result.
I just apply the square root rule balanced against the logistics at the time. Typically if there is only modest time pressure I'll want to get at least 4. That's harder to justify when collecting a mosaic or a panorama. On another occasion of there being no time pressure at all but I had a strong desire to snag a difficult subject while being very limited on exposure due to light pollution, I stacked more than 30.
Fully appreciate your views and feedback. Tks so much

1 - single image. No noise reduction applied
1 - single image. No noise reduction applied

2 - stacked of 5 images. No noise reduction applied
2 - stacked of 5 images. No noise reduction applied

3 - single image. Noise reduction was applied
3 - single image. Noise reduction was applied

4 - stacked of 5 images. Noise reduction was applied
4 - stacked of 5 images. Noise reduction was applied
--
Wag more; bark less.
 
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