Article

XTinyHAR: A Tiny Inertial Transformer for Human Activity Recognition via Multimodal Knowledge Distillation and Explainable AI

2025-09-02

Abstract excerpt

<title>Abstract</title> <p>Human Activity Recognition (HAR) is essential for applications such as healthcare monitoring, fitness tracking, and smart environments, yet deploying accurate and interpretable models on resource-constrained devices remains challenging. In this paper, we propose XTinyHAR, a lightweight, transformer-based unimodal framework trained via cross-modal knowledge distillation from a multimodal...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: edcba2e0-80d2-57a4-83eb-efa4c11c3c52
DOI: 10.21203/rs.3.rs-7284766/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

XTinyHAR: A Tiny Inertial Transformer for Human Activity Recognition via Multimodal Knowledge Distillation and Explainable AIDOI 10.21203/rs.3.rs-7284766/v1Read

Hierarchical Fusion with Decision Enhancement for Human Activity Recognition Using Deep Learning FrameworkSemantic proximity Read

Human Activity Recognition in the Deep Learning Era: Different Modalities, Recent Advances in Applications, and Emerging TechniquesSemantic proximity Read

Efficient Uncertainty Aware Human Activity Recognition On Microcontrollers Using Hyperdimensional Computing And Conformal PredictionSemantic proximity Read

A Structured and Methodological Review on Multi-View Human Activity Recognition for Ambient Assisted LivingSemantic proximity Read

Wearable Sensor Based Human Activity Recognition with TransformerSemantic proximity Read

A Unified Approach for Real-Time Human Activity Recognition in Wearable Devices Using Attention-Gated Spatiotemporal Fusion Networks and Optimized Sensor Data ProcessingSemantic proximity Read

Unsupervised Cross-Domain Adaptation for Wearable-based Human Activity RecognitionSemantic proximity Read

Generative AI-Driven Sensor Fusion forMissing-Modality and Open-Set SmartphoneActivity RecognitionSemantic proximity Read

HAR-Agent: Multilingual Multimodal Activity Recognition via Knowledge-Distilled LLM ReasoningSemantic proximity Read

WISNet: A Deep Neural Network based Human Activity Recognition SystemSemantic proximity Read

FSID: A Novel Approach to Human Activity Recognition Using Few-Shot Weight ImprintingSemantic proximity Read

Deep Learning-Based Human Activity Recognition Using Dilated CNN and LSTM on Video Sequences of Various Actions DatasetSemantic proximity Read