AutoAugHAR: Automated Data Augmentation for Sensor-based Human Activity Recognition
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Human Pose & Activity RecognitionComputational Methods in HCI
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Research Questions
3- How can the cross-subject generalizability of deep learning-based human activity recognition models on sensors be improved?Category: HAR Model Robustness, Generalization, and Data AugmentationSimilar questionsarrow_forward
- How can an automatically optimized two-stage data augmentation method effectively balance data diversity and label semantic preservation?Category: HAR Model Robustness, Generalization, and Data AugmentationSimilar questionsarrow_forward
- How can adaptive data augmentation strategies be designed for different modalities in multimodal sensor data?Category: HAR Model Robustness, Generalization, and Data AugmentationSimilar questionsarrow_forward
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Practical Problems
1- Human activity recognition models perform inconsistently when processing sensor data from different users.Category: HAR Model Robustness, Generalization, and Data AugmentationSimilar questionsarrow_forward
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UbiComp
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Year
2024
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7 authors
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Human Pose & Activity Recognition, Computational Methods in HCI
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