RFBoost: Understanding and Boosting Deep WiFi Sensing via Physical Data Augmentation
Context-Aware ComputingComputational Methods in HCIAI/ML Researchers & EngineersHCI Researchers
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Research Questions
3- How can physics-based data augmentation improve deep WiFi sensing (DWS) performance?Category: Activity Recognition, Segmentation, and Identity Discrimination MethodsSimilar questionsarrow_forward
- How can frequency-domain, time-domain, and motion-based augmentation effectively expand WiFi data samples?Category: Activity Recognition, Segmentation, and Identity Discrimination MethodsSimilar questionsarrow_forward
- To what extent can RFBoost improve human activity recognition accuracy, especially on imbalanced datasets?Category: Activity Recognition, Segmentation, and Identity Discrimination MethodsSimilar questionsarrow_forward
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Practical Problems
1- WiFi sensing is limited by data scarcity, restricting application scale.Category: Activity Recognition, Segmentation, and Identity Discrimination MethodsSimilar questionsarrow_forward
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UbiComp
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Year
2024
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2 authors
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Context-Aware Computing, Computational Methods in HCI
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AI/ML Researchers & Engineers, HCI Researchers
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