We can often see that Apple is popular because it releases some new products, or has released a patent and was discovered by everyone. In the past few days, Apple has published an academic paper, which is about the visual system method. The article, and this may also mark a new direction for Apple's research.
Apple Vision System Algorithm Demo
In fact, this paper was submitted for review as early as November this year, and the paper was published on December 22nd through the Cornell University Library. Apple also said before that it will not prohibit employees from participating in research in the AI ​​field. Apple said that in machine learning research, the use of composite images is much more efficient than real images, so synthetic image data is usually labeled and annotated, for example, synthetic images of eyes or hands can be marked and annotated because the real image is It runs in real time, so someone needs a lot of energy to mark everything that the computer sees.
Siri
Apple also pointed out that sometimes synthetic images are not completely accurate, but the understanding of real images is insufficient. In order to solve this drawback and improve the training effect of synthetic image data, Apple researchers have introduced a "simulated + unsupervised" learning method to improve the realism of the simulated image.
In fact, such a learning method means that unmarked real image data can be combined with an annotable composite image. That is, combining unmarked real data with an annotated synthetic image, that is, Apple researchers use the "Generation Against Network" (GAN), a modified new machine learning technology that allows two neural networks. "competing" with each other to produce a more realistic image.
Even if Apple publishes this paper that is very relevant to technology, it will not be put into commercial use immediately. However, Apple has said that it hopes that one day it can transfer such learning methods from static images to video input, and Apple also at the beginning of the month. Published research on artificial intelligence, it seems that with the publication of the paper, this also indicates that Apple has great interest in this aspect.
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