Titlebook: Reproducible Research in Pattern Recognition; Third International Bertrand Kerautret,Miguel Colom,Hugues Talbot Conference proceedings 202

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Giosuè Cataldo Marinò,Gregorio Ghidoli,Marco Frasca,Dario Malchiodi

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Bhasker Sri Harsha Suri,Kalidas Yeturu hin: Jedes Jahr beschreiten rund 700.000 Menschenallein oder im Team den Weg in die Vollerwerbs-Selbst?ndigkeit. Hinzu kommen über 700.000 Menschen (2004), die z. B. neben einer abh?ngigen Besch?ftigung oder neben dem Studium im Nebenerwerb einer sel978-3-663-10124-6

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Tree Defect Segmentation Using Geometric Features and CNNsegmentation quality. The proposed method outperforms the previous results and the source code is publicly available with an online demonstration allowing to test the defect detection without any software installation.

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: Openly Teaching and Structuring Machine Learning Reproducibilitystudents and the added value of an online reproduction repository among AI researchers. We use anonymous self-assessment surveys and obtained 144 responses. Results suggest that students who do a reproduction project place more value on scientific reproductions and become more critical thinkers. Stu

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Reproducibility: Evaluating the Evaluationsether the determination is based on the original author’s source code (replicability), or is independent of the code and based purely on a written description of the method (reproducibility). A recent study of published machine learning experiments concluded that only two-thirds were reproducible, a

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: A Modular, Configuration-Driven Framework for Knowledge Distillationd the need for reproducible studies and highly generalized frameworks to lower barriers to such high-quality, reproducible deep learning research. Several researchers voluntarily published frameworks used in their knowledge distillation studies to help other interested researchers reproduce their or