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For instance, you can use it for noise reduction or generating new images. When you want to view the image, you only need to run the encoded values through the decoding half and return it to its original state.īut there are other things that the autoencoder can do. For instance, you can run an image into the encoding part of the neural network, and use the bottleneck representation for small storage or fast network transfer of data. You can think of an autoencoder as a super-smart compression-decompression algorithm. For instance, if you train an autoencoder only on the images of your own face, the neural network will eventually find a way to encode the features of your face (mouth, eyes, nose, etc.) in a small set of numerical values and use them to recreate your image with high accuracy. The narrower the problem domain, the more accurate the results of the autoencoder becomes. The goal of the training is to find a way to tune the parameters in the encoder and decoder layers so that the output image is as similar to the input image as possible.
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#Nicolas cage deepfake app series#
Autoencoder neural network architectureĭuring the training, the autoencoder is provided with a series of images. Next, the neural network decodes the data in the bottleneck layer and recreates the original image. The bottleneck layer contains the target number of variables. (In reality, it could be any other type of data, but since we’re talking about deepfakes, we’ll stick to images.) The encoding is done through a series of layers that start with many variables and gradually become smaller until they reach a “bottleneck” layer. First, it encodes an input image into a small set of numerical values. And it is true, there are variations of GANs that can create deepfakes.īut the main type of neural network used in deefakes is the “autoencoder.” An autoencoder is a special type of deep learning algorithm that performs two tasks. Many people think deepfakes are created with generative adversarial networks (GAN), a deep learning algorithm that learns to generate realistic images from noise. Autoencodersĭeep learning algorithms come in different formats. Then all you need to do is rewire the neural networks to map the face of the actor on to the target. With enough training, the neural networks will be able to create numerical representations of the features of each face. The basic idea is to train a set of artificial neural networks, the main component of deep learning algorithms, on multiple examples of the actor and target faces. If you train them on enough examples of a task, they will be able to replicate it under specific conditions. Deep learning algorithms roughly mimic the experience-based learning capabilities of humans and animals.
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The “deep” in deepfake comes from the use of deep learning, the branch of AI that has become very popular in the past decade. In the past couple of years, deepfakes have caused much concern about the rise of a new wave of AI-doctored videos that can spread fake news and enable forgers and scammers.
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They first appeared in 2018 and quickly rose to fame after they were used to modify adult videos to feature the faces of Hollywood actors and politicians. The technology he used was deepfake, a type of application that uses artificial intelligence algorithms to manipulate videos.ĭeepfakes are mostly known for their capability to swap the faces of actors from one video to another. In 2018, a big fan of Nicholas Cage showed us what The Fellowship of the Ring would look like if Cage starred as Frodo, Aragorn, Gimly, and Legolas. This article is part of Demystifying AI, a series of posts that (try to) disambiguate the jargon and myths surrounding AI. Back to the Future with Robert Downey Jr.Comedy actor Jordan Peele created a deepfake video of former U.S.Neo Takes The Blue Pill (DeepFake) What if Neo had taken the blue pill?.Deepfake: Jeff Bezos and Elon Musk in Star Trek.Changing faces Using Deepfake software, a man changes his face with that of various.Do not believe in everything,what do you see A man shows us how he can edit a video, using deepfake and other modern.Arnold Schwarzenegger and Sylvester Stallone together in a comedy Brian Monarch used DeepFake technology, to bring Arnold Schwarzenegger and Sylvester.Master of disguise Makeup artist Alyson Tabbitha has occasionally done some stunning disguises on celebrities.