2025-08-13
This paper presents a large-scale, systematic comparison and analysis of the performance of Transformer models, which have recently gained attention, and conventional mainstream CNN models for object detection tasks using remote sensing data such as satellite imagery. The study evaluates 11 different models on three datasets with distinct characteristics, revealing the potential for Transformers to outperform CNNs and clarifying the trade-off with the associated training costs.