A new benchmark called MMIOC-1M has been introduced to improve industrial defect detection by providing over one million samples across various categories, addressing the limitations of existing datasets. The accompanying RTVPNet model enhances visual-language interaction and efficiency, achieving state-of-the-art results in multiple benchmarks.