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Published Subscription Original Research
Intelligent Failure Detection in Biomedical Composite Materials Using Machine VisionBy Priyadarshani A. Patil, Nikhil Mohan Shinde, Swetha, M Sudhakar, Manjula Devarakonda Venkata, Neha Rana
Abstract: The biomedical composite materials are intelligent failure-detecting, which is necessary to ensure the reliability, safety, and durability of the current healthcare equipment. This paper describes a machine vision design, which incorporates convolutional neural networks, transformer models, and ensemble learning to correctly detect and localize material defects. The proposed system takes advantage of the capabilities of high-resolution imaging, advanced preprocessing software, and deep feature learning in the identification of the intricate …
Published in Journal of Polymer & Composites · Vol. 14, Issue 4, 2026 Read article →