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Replication Data for: A robotic assistant for pictogram classification in education: a proposal using dynamically quantized deep neural networks and the CIFAR-10 dataset for developing countries

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SciELO Data2026-01-12 更新2026-04-25 收录
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https://data.scielo.org/dataset.xhtml?persistentId=doi:10.48331/SCIELODATA.AJIQ5Y
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资源简介:
This dataset contains the source code (Jupyter Notebooks) and experimental scripts developed for the research article "A robotic assistant for pictogram classification in education". The study presents a low-cost robotic assistant designed to support pictogram recognition for children (ages 5-8) in developing countries, specifically Ecuador. The repository includes: 1. Deployment Code: Scripts to control the robotic assistant, handle webcam image capture, and perform real-time classification. 2. Training/Validation Code: Scripts used to fine-tune and evaluate the mobilenetv3_small neural network, specifically focusing on dynamic quantization to optimize performance on low-resource hardware. (2026-01-10)
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2026-01-12
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