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for the Joints stream—significantly higher than the results obtained without pretraining. In contrast, the SWL-LSE dataset, which represents a different sign language, saw more modest gains from pretraining, albeit still statistically significant. This suggests that the pretraining benefits may be ...
ANNs have several benefits, including their ability to handle ambiguous and unclear data, a critical feature in the processing of EMG signals. In addition, ANNs are known for their outstanding generalization skills. Amatanon et al. [20] achieved an accuracy of 97.1% for the Thai sign language...