AIGC technology is supported by GAN and AI algorithms, and the upgrade of deep neural network is another main reason for its rapid development. Experiments have proved that the learning ability of deep neural network and the size of the model are positively correlated. However, the data support of the 3D world is relatively limited, and in order to realize the AIGC production method in the metaverse, a huge 3D material library is first required. The scanning and data collection of 3D materials is obviously more troublesome than that of 2D, and the amount of 3D materials is obviously not enough to support an ideal AIGC model training. Therefore, the difference between two-dimensional and three-dimensional is that two-dimensional has more data support, while three-dimensional requires more data collection and scanning to support the AIGC production method.
The development of 3D space technology has opened up new possibilities for autonomous driving. To ensure safety, autonomous vehicles need to collect data from multiple sources such as lidar, radar, and cameras. This data is diverse and includes maps, environmental locations, vehicle interior conditions, and emergencies. To accurately construct a 3D scene, the computing power of the autonomous vehicle must be upgraded. This upgrade is essential to process the large amount of data collected per second and to ensure the safety of the autonomous vehicle.
AI-generated content (AIGC) is a technology that can generate 3D scenes and characters according to user preferences. However, the development of XR technology is still limited and there are security issues such as user data leakage and illegal collection. To idealize AIGC, AI needs to have “consciousness” formation, which refers to the creative consciousness that can be created based on unused semantic information, environment, concepts, etc. With the rapid development of deep neural networks, artificial intelligence will be continuously refreshed, accompanied by stronger understanding and generation capabilities of artificial intelligence, and digital content will also reach new heights.
Artificial Intelligence (AI) is becoming increasingly important in the development of the internet world. AI-driven content creation is expected to reach a new peak in terms of diversity and quantity. However, AI is a controversial technology and carries certain risks. David Holz, founder of MidJourney, compares AI to water, which can be both dangerous and the driving force of civilization. AI is a new water source, and if used properly, it can make human beings better. Technology giants are exploring and striving for the joint progress of humans and AI in many disciplines such as computer, mathematics, psychology, sociology, and philosophy.