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Descripci\'on autom\'atica de secciones delgadas de rocas: una aplicaci\'on Web

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  • معلومة اضافية
    • الموضوع:
      2024
    • Collection:
      Computer Science
    • نبذة مختصرة :
      The identification and characterization of various rock types is one of the fundamental activities for geology and related areas such as mining, petroleum, environment, industry and construction. Traditionally, a human specialist is responsible for analyzing and explaining details about the type, composition, texture, shape and other properties using rock samples collected in-situ or prepared in a laboratory. The results become subjective based on experience, in addition to consuming a large investment of time and effort. The present proposal uses artificial intelligence techniques combining computer vision and natural language processing to generate a textual and verbal description from a thin section image of rock. We build a dataset of images and their respective textual descriptions for the training of a model that associates the relevant features of the image extracted by EfficientNetB7 with the textual description generated by a Transformer network, reaching an accuracy value of 0.892 and a BLEU value of 0.71. This model can be a useful resource for research, professional and academic work, so it has been deployed through a Web application for public use.
      Comment: 21 pages, in Spanish language, 7 figures
    • الرقم المعرف:
      edsarx.2402.15039