“The research progress in the fields of remote sensing and computer vision was introduced. Experts proposed a refined object detection method for remote sensing images based on dual classification heads, which provides an effective solution to the problems of insufficient utilization of similar data, incorrect labels affecting model accuracy, and difficulty in distinguishing similar categories.”