In summary, this paper presents a comprehensive approach to addressing the challenges of pollutant gas monitoring through the development of a deep learning-driven image captioning system. By combining advanced machine learning techniques with real-time monitoring capabilities, the proposed system aims to contribute to the broader goal of reducing environmental impact and promoting cleaner industrial practices. The following sections will detail the methodology, results, and implications of this innovative approach.