Portrait Mode Photography and Machine Learning
When the 7th generation of Apple's iphone came out in 2016, it caused a lot of buzz in the smartphone market; the primary reason being the dual camera setup it sported and more interestingly the "Portrait Mode". This mode tried to mimic a DSLR camera or the large sensor of it to provide a shallow depth-of-field. Although,it was a hit or miss at times but people still liked it.
Fast forward to 2017 and Google took the market by storm with the second generation of its Pixel series of smartphones , this time featuring a portrait mode but with "just" a single camera , still managing to outperform a lot of dual camera smartphones including the iphone7+.
Google is known for working extensively in the field of AI and has employed the same in its new Pixel phones. Google uses Machine learning , the subset of AI to produce the shallow depth-of-field effect and it does them quite well , separating the subject from the background and getting the edge detection right even in complex situations.
A camera with a large aperture or a big lens renders images with blurry background keeping the subject in focus and sharp. Google's computational photography algorithm along with Machine Learning does the magic of creating beautiful Portraits.
A few months ago Google open sourced an AI tool that helps in portrait mode photography, it's called DeepLab-v3+ which says that it will help others recreate the same effect, although this is not the same technology that google itself uses in its pixel phones.
Here are a few pictures to give you an insight what Portrait Mode is all about.
The normal image is on the left with HDR+ and on the right is the portrait mode picture with a shallow depth of field.
For more information read GoogleAIBlog
The portrait mode photography game has already gone to the next level , let's see what innovations do the smartphone makers have in store for the consumers this year with the next generation of Apple's iphone , Google's Pixel and Samsung's Note releasing very soon.
For more information read GoogleAIBlog
The portrait mode photography game has already gone to the next level , let's see what innovations do the smartphone makers have in store for the consumers this year with the next generation of Apple's iphone , Google's Pixel and Samsung's Note releasing very soon.
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