AI RESEARCH
Evaluating Synthetic Images as Effective Substitutes for Experimental Data in Surface Roughness Classification
arXiv CS.CV
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ArXi:2603.25765v1 Announce Type: new Hard coatings play a critical role in industry, with ceramic materials offering outstanding hardness and thermal stability for applications that demand superior mechanical performance. However, deploying artificial intelligence (AI) for surface roughness classification is often constrained by the need for large labeled datasets and costly high-resolution imaging equipment.