arXiv Open Access 2023

The Ethics of AI-Generated Maps: A Study of DALLE 2 and Implications for Cartography

Yuhao Kang Qianheng Zhang Robert Roth
Lihat Sumber

Abstrak

The rapid advancement of artificial intelligence (AI) such as the emergence of large language models including ChatGPT and DALLE 2 has brought both opportunities for improving productivity and raised ethical concerns. This paper investigates the ethics of using artificial intelligence (AI) in cartography, with a particular focus on the generation of maps using DALLE 2. To accomplish this, we first create an open-sourced dataset that includes synthetic (AI-generated) and real-world (human-designed) maps at multiple scales with a variety settings. We subsequently examine four potential ethical concerns that may arise from the characteristics of DALLE 2 generated maps, namely inaccuracies, misleading information, unanticipated features, and reproducibility. We then develop a deep learning-based ethical examination system that identifies those AI-generated maps. Our research emphasizes the importance of ethical considerations in the development and use of AI techniques in cartography, contributing to the growing body of work on trustworthy maps. We aim to raise public awareness of the potential risks associated with AI-generated maps and support the development of ethical guidelines for their future use.

Topik & Kata Kunci

Penulis (3)

Y

Yuhao Kang

Q

Qianheng Zhang

R

Robert Roth

Format Sitasi

Kang, Y., Zhang, Q., Roth, R. (2023). The Ethics of AI-Generated Maps: A Study of DALLE 2 and Implications for Cartography. https://arxiv.org/abs/2304.10743

Akses Cepat

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Informasi Jurnal
Tahun Terbit
2023
Bahasa
en
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arXiv
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Open Access ✓