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Developments in the Built Environment • Vol 21
Multi-level optimisation of feature extraction networks for concrete surface crack detection
2024
With the increasing utilisation of deep learning (DL) for detecting and classifying distress in concrete surfaces, the demand for accurate and precise models has risen. This study proposes a novel empirical approach of multilayer optimisation for two prominen…
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Computer Science

Study of computation

Computer science is the study of computation, information, and automation. Computer science spans theoretical disciplines (such as algorithms, theory of computation, and information theory) to applied disciplines (including the design and implementation of hardware and software).

Algorithms and data structures are central to computer science. The theory of computation concerns abstract models of computation and general classes of problems that can be solved using them. The fields of cryptography and computer security involve studying the means for secure communication and preventing security vulnerabilities. Computer graphics and computational geometry address the generation of images.

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Developments in the Built Environment • Vol 21
Multi-level optimisation of feature extraction networks for concrete surface crack detection
2024
With the increasing utilisation of deep learning (DL) for detecting and classifying distress in concrete surfaces, the demand for accurate and precise models has risen. This study proposes a novel empirical approach of multilayer optimisation for two prominent DL models, namely ResNet101 and Xception, to classify distress in concrete surfaces. Both models were trained using 20,000 images depicting various types of cracks and tested with another set of 20,000 images. Four algorithms (Sequential Motion Optimisation …
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Extraction (Chemistry)
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