Survey of AI-generated images as data for computer vision
Survey of AI-generated images as data for computer vision
AI-Generated Images as Data Source: The Dawn of Synthetic Era
arXiv paper abstract https://arxiv.org/abs/2310.01830
arXiv PDF paper https://arxiv.org/pdf/2310.01830.pdf
Project page https://github.com/mwxely/AIGS
The advancement of visual intelligence is ... tethered to ... data.
... generative Artificial Intelligence ... create synthetic images that closely resemble real-world photographs ... This paper explores ... these AI-generated images as a new data source
... AI-generated data sources exhibit ... unmatched abundance and scalability, the rapid generation of vast datasets, and the effortless simulation of edge cases.
... examines the potential of their generated data in a range of applications, from training machine learning models to simulating scenarios for computational modelling, testing, and validation.
... probe the ... foundations that support this ... use of generative AI, engaging in an in-depth discussion on the ethical, legal, and practical considerations
... Through an exhaustive survey of current technologies and applications, this paper presents a comprehensive view of the synthetic era in visual intelligence ...
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