Cross-Modal Artificial Intelligence: A New Trend in Integrating Vision and Language

Abstract

With the rapid advancement of artificial intelligence technology, single-modal intelligent systems struggle to meet the demands of complex and dynamic applications. Cross-modal AI, particularly the integration of vision and language, has emerged as a hotspot and frontier in current research. This paper explores new trends in vision-language fusion within cross-modal AI, analyzing its theoretical foundations, key technologies, application scenarios, and future development directions to provide insights for research and practice in related fields.