fix some todos and spelling errors
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FSL offers a promising alternative by enabling models to generalize effectively from minimal samples, thus reducing training time and adaptation overhead.
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The study evaluates three FSL methods—ResNet50, P>M>F, and CAML—using the MVTec AD dataset.
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Experiments focus on tasks such as anomaly detection, class imbalance handling, and comparison of distance metrics.
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Experiments focus on tasks such as anomaly detection, class imbalance handling, //and comparison of distance metrics.
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and anomaly type classification.
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Results indicate that while FSL methods trail behind state-of-the-art algorithms in detecting anomalies, they excel in classifying anomaly types, showcasing potential in scenarios requiring detailed defect identification.
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Among the tested approaches, P>M>F emerged as the most robust, demonstrating superior accuracy across various settings.
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