The results of the study demonstrated that the system is capable of generating high-quality captions that significantly enhance the understanding of gas capture processes. The evaluation metrics, including BLEU, scores, indicated that the generated captions closely aligned with expert-generated reference captions, showcasing the system's ability to produce contextually relevant and coherent descriptions. The average BLEU score of 0.6,reflect the system's effectiveness in capturing the essential features of the images and translating them into meaningful language.