“Massive remote sensing data and AI models promote the implementation of intelligent remote sensing image interpretation, and "pre training+fine-tuning" has become a classic paradigm. Expert research suggests three major methods for fine-tuning keywords, adapter fine-tuning, and low rank adaptive fine-tuning, summarizing their performance and providing theoretical references and research ideas for the "AI+remote sensing" application ecosystem.”