We propose a comprehensive intelligent framework leveraging single-domain generalization with traditional data augmentation techniques, specifically Photometric Distortion (PD) and Contrast Limited Adaptive Histogram Equalization (CLAHE), integrated within the BiSeNetV1 architecture. Intelligent autonomous systems in open-pit mining operations face critical challenges in perception and decision-making due to sensor-based visual degradations, particularly lens soiling and sun glare, which significantly compromise the performance and safety of integrated mining automation. The Global Mining Guidelines Group (GMG) is a network of representatives from mining companies, original equipment man-ufacturers (OEMs), original technology manufacturers (OTMs), research organizations and academics, consultants, regulators, and industry associations around the world who. Being an industry group uniting representatives of the data and optical worlds, OIF's purpose is to accelerate the deployment of interoperable, cost-effective and robust optical internetworks and their associated technologies. Optical internetworks are data networks composed of routers and data. Our unified, cross-functional, enterprise-wide approach to digital transformation in mining - ABB Ability™ MineOptimize is paving the way from a mine with islands of automation to a fully integrated, connected, mobile, collaborative, autonomous and carbon-dioxide-free mining of the future. Looking. Information contained in this document has been developed by Mine Site Technologies Pty Ltd (MST Global) [ABN 93002961953]. Every care has been taken by the staf of MST to ensure the content of this document is relevant and up to date at the time of publication.