Machine learning and image processing approaches for …
— In the second application method, data augmentation and transfer learning techniques in computer vision and machine learning are utilized to classify new images based on predefined images during the learning process. Both application methods were related to a well-established method of 3D laser scanning from sandblasted concrete …
Improvement of crack detectivity for noisy concrete surface by machine
— In this study, surface damage detection on an in-service concrete structure was carried out by applying two machine learning algorithms to visible and infrared images. The effect of noise reduction filtering of images on accuracy of the machine learning algorithms was also investigated by F1 score.
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Crack Detection in Concrete Structures Using Deep Learning …
— Traditional machine learning and image processing: Smoothing, white lane line detection, image normalization, saturation ... The publicly available "Concrete Crack Images for Classification" dataset [48,49] was used for this study. This dataset contains 40,000 images with RGB channels at 227 × 227 pixels. The images were arranged into ...
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Concrete Cracks Detection Based on Deep Learning Image …
This work aims at developing a machine learning-based model to detect cracks on concrete surfaces. Such model is intended to increase the level of automation on concrete infrastructure inspection when combined to unmanned aerial vehicles (UAV). The developed crack detection model relies on a deep learning convolutional neural network …
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"SDNET2018: A concrete crack image dataset for machine …
— SDNET2018 is an annotated image dataset for training, validation, and benchmarking of artificial intelligence based crack detection algorithms for concrete. SDNET2018 contains over 56,000 images of cracked and non-cracked concrete bridge decks, walls, and pavements. The dataset includes cracks as narrow as 0.06 mm and as …
concrete block cutting machine, Bricks and AAC cutting machine …
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Types of Concrete Pouring Equipment
In the pouring process, machines play a crucial role in ensuring concrete is poured correctly. Depending on the type of application and needs of the job, different machines may be used to ensure an effective and efficient …
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