Basic Characteristics of the Four Visual Perception Models of UAV
This paper systematically summarizes the four mainstream technology routes of convolutional neural network (CNN), transformer, CNN‑transformer hybrid architecture, and visual‑language model, focusing on the integration mechanism of AI key technologies such as attention mechanisms and multimodal alignment.