What an unprocessed photo looks like
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Re: What an unprocessed photo looks like
#292For anyone that enjoyed this, pick up a book on digital image processing. The first chapters of most such books cover this, in almost step-by-step fashion. And then the books will usually start to venture into more classical machine learning stuff.
Re: What an unprocessed photo looks like
#293Earlier quoted context omitted.
Not a complaint, but both the final images have poor contrast, lighting, saturation and colour balance, making them a disappointing target for an explanation of how these elements are produced from raw sensor data. But anyway, I enjoyed the article.
That’s because it requires much more sophisticated processing to produce pleasing results. The article is showing you the absolute basic steps in the processing pipeline and also that you don’t really want an image that is ‘unprocessed’ to that extent (because it looks gross).
Re: What an unprocessed photo looks like
#294Re: What an unprocessed photo looks like
#295Earlier quoted context omitted.
> Something that surprised me is that very little of the computation photography magic that has been developed for mobile phones has been applied to larger DSLRs. Perhaps it's because it's not as desperately needed, or because prior to the current AI madness nobody had sufficient GPU power lying around for such a purpose. Sony Alpha 6000 had face detection in 2014.
Sure, and my camera can do bird eye detection and whatnot too, but that's a very lightweight model running in-body. Probably just a fine-tuned variant of something like YOLO. I've seen only a couple of papers from Google talking about stacking multiple frames from a DSLR, but that was only research for improving mobile phone cameras. Ironically, some mobile phones now have more megapixels than my flagship full-frame…
Mobile phone camera's are severely handicapped by the optics & sensor size. Therefore to create a acceptable picture (to share on social media) they need to do a lot of processing.
DSLR and professional camera's feature much greater hardware. Here the optics and sensor size/type are important it optimize the actual light being captured. Additionally in a professional setting the image is usually captured in a raw format and adjusted/balanced afterwards to allow for certain artistic styles.
Ultimately the quality of a picture is not bound to it's resolution size but to the amount and quality of light captured.
Re: What an unprocessed photo looks like
#296Re: What an unprocessed photo looks like
#297Is it just me or does his version look a lot better? The camera version has brighter colors in some places (the star and lights), but it seems to be at the cost of detail and contrast in the subtler areas.
Re: What an unprocessed photo looks like
#298I love posts that peel back the abstraction layer of "images." It really highlights that modern photography is just signal processing with better marketing. A fun tangent on the "green cast" mentioned in the post: the reason the Bayer pattern is RGGB (50% green) isn't just about color balance, but spatial resolution. The human eye is most sensitive to green light, so that channel effectively carries the majority of t…
The bit about the green over-representation in camera color filters is partially correct. Human color sensitivity varies a lot from individual to individual (and not just amongst individuals with color blindness), but general statistics indicate we are most sensitive to red light. The main reason is that green does indeed overwhelmingly contribute to perceptual luminance (over 70% in sRGB once gamma corrected: https:…
Considering you usually shoot RAW, and debayer and process in post, the camera hasn't done any of that.
It's only smartphones that might be doing internal AI Debayering, but they're already hallucinating most of the image anyway.
Re: What an unprocessed photo looks like
#299I am getting a real sensation of what can only be described as warm fuzzies. I may have fallen deeply in love with this blog.