{"product_id":"9781041287971","title":"Intelligent Automated Defect Detection : AI Solutions for Roads, Welding, and Industrial Inspection","description":"\u003cp\u003eThis book integrates AI and deep learning with NDT for automated defect detection in infrastructure and industry. Covers road inspection to welding quality assurance using CNNs, transformers, and SAM. Includes case studies and practical deployment guidance for researchers and engineers.\u003c\/p\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":49164081529067,"sku":"00000_00000_00000_00000","price":365.01,"currency_code":"SGD","in_stock":false}],"url":"https:\/\/kinokuniya.com.sg\/products\/9781041287971","provider":"Books Kinokuniya Singapore","version":"1.0","type":"link"}