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Принцип работы дипфейка
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Для создания дипфейка нейросеть обучают на большом объёме видео и фото исходного и целевого человека. Это позволяет системе запомнить особенности лиц, выражений и движений.
2. Обучение генеративных моделей
В основе технологии лежат генеративные модели, которые состоят из двух частей — генератора и дискриминатора. Генератор создает поддельные изображения, а дискриминатор пытается отличить их от настоящих. В процессе обучения они «соревнуются», повышая качество результата.
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После обучения сеть создает новое видео, где лицо одного человека заменяется лицом другого с сохранением мимики, эмоций и движений. Также возможно изменить голос с помощью технологий синтеза речи.
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Где применяют дипфейк
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Воссоздание исторических личностей, моделирование ситуаций и создание обучающих материалов.
– Кибербезопасность и мошенничество
К сожалению, технология часто используется в обмане — создание поддельных материалов для манипуляции общественным мнением или шантажа.
Заключение
Дипфейк — это мощный инструмент генерации искусственного видео и аудио, основанный на нейросетях. Он находит широкое применение в медиа, но одновременно вызывает серьезные этические и правовые вопросы из-за риска использования в мошенничестве. Важно понимать как возможности, так и угрозы этой технологии.
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