Deepfake Videos: Expectations vs. Reality

A deep-learning AI procedure involves repeating the same task over and over with no human oversight to determine the most effective way to accomplish the desired results. When it comes to deepfakes, the AI gets fed hundreds and hundreds of videos and photos to teach it how to create an image of a person’s face, which can be animated.

Types of Deepfakes

Deepfake Text

When there was no AI or natural language processing, in the beginning, it was thought that there would be difficult for machines to perform an artistic task such as writing or painting. In 2021, with the advanced library of language models created through the constant efforts of data scientists and researchers, the top-rated AI-generated software’s can now write with human-like coherence and pith.

For instance, GPT-2, the latest version of text-generation technology, was released by the research laboratory OpenAI in Silicon Valley. This technology has impressed the average person and experts in the field with its capability to crank out coherent texts with no demands. OpenAI engineers utilized more than 8 million documents written in text that had been scrapped (method of extracting relevant data from websites) and then incorporated with a billion parameters to aid in the modeling and training in GPT-2 AI.

Deepfake Video

Making fake images and videos is the primary weapon of deepfakes. It is the most popular method of deepfake because we live in the era of social media, in which photos and videos can explain events and tales more effectively than text. The modern video-making AI is more powerful and maybe more dangerous than its natural human counterpart. Korean-based technology company Hyperconnect recently created a program known as MarioNETte, which can create fake videos of famous figures, historical figures, and politicians. The process involves an actor’s facial reenactment whose facial expressions are superimposed onto the person whose fake is to be created.

 

Deepfake Audio

Artificial neural networks and intelligence isn’t limited to images, text, or video. They can replicate voices with ease. All that’s required is a set of data containing the audio recordings of a person whose voice has to be replicated. Deepfake algorithms are trained from this data set and will be able to reproduce the sound of a person’s spoken language.

Commercial software is now available on the market, such as Deep Voice and Lyrebird, wherein you have to say just one or two phrases before the AI gets familiar with your voice and tonality. When you add more of your own voice, the software will become capable of cloning your voice. After importing the dataset of your own audio recordings, it is possible to type in an entire sentence or paragraph simply; this software will speak the text using your voice!

Is It Easy To Make A Deepfake?

Creating truly excellent deepfake videos it’s not an easy task. You require powerful computers, advanced software, a solid understanding of AI, and machine-learning and editing capabilities. All of these are needed in equal amounts for realistic-looking deepfake videos.

 

Rights and Permissions

Criminal laws will be in effect if a faked deepfake is employed for criminal purposes. For instance, in the case where a deepfake was employed to get anyone to pay money to have it censored or destroyed, laws against extortion would be in effect. In any situation that uses deepfakes to target someone, harassment laws are in place. There is no reason to introduce new, specific laws regarding deepfakes for either of these situations.

When Deepfakes are sold, or if the creator gets some other benefits in exchange, they could be the subject of rights of publicity claims, as well as those whose images are utilized without their consent. Anyone who has copyrighted their material, whether the facial image itself or the material from which the image of the face is embedded-may be subject to claims for copyright infringement. This is a claim of being subject to fair usage and other defenses.

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