Výsledky vyhledávání - "Olbrich, Andrea"

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Challenging the Black Box: A Comprehensive Evaluation of Attribution Maps of CNN Applications in Agriculture and Forestry

Autor: Nieradzik, Lars, Stephani, Henrike, Sieburg-Rockel, Jördis, Helmling, Stephanie, Olbrich, Andrea, Keuper, Janis

Publikováno v: Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 2: VISAPP, 2024, pp. 483-492

In this study, we explore the explainability of neural networks in agriculture and forestry, specifically in fertilizer treatment classification and wood identification. The opaque nature of these models, often considered 'black boxes', is addressed

Externí odkaz: http://arxiv.org/abs/2402.11670

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Automating Wood Species Detection and Classification in Microscopic Images of Fibrous Materials with Deep Learning

Autor: Nieradzik, Lars, Sieburg-Rockel, Jördis, Helmling, Stephanie, Keuper, Janis, Weibel, Thomas, Olbrich, Andrea, Stephani, Henrike

We have developed a methodology for the systematic generation of a large image dataset of macerated wood references, which we used to generate image data for nine hardwood genera. This is the basis for a substantial approach to automate, for the firs

Externí odkaz: http://arxiv.org/abs/2307.09588

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