Article

tinyHulk: Lightweight Annotation for Wearable Cognitive Assistance

2024-03-01

Abstract excerpt

<title>Abstract</title> <p>Wearable Cognitive Assistance (WCA) employs DNNs models to provide real time step-by-step guidance to end-users for specific tasks. Collecting and annotating training data for such DNNs is painful and takes massive human effort and time. In this work, we propose tinyHulk, an automatic annotation tool that reduces human time and effort for these labor-intensive annotation tasks. Further,...

Topics

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

Identifiers and source

Literature Corpus work: 6173410d-ed8f-5517-8ba7-d84c0aa478d1
DOI: 10.21203/rs.3.rs-3991530/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence. Graph snapshot: 2026-09-29.

Click a neighbor to travelStep 1 · 12 closest

tinyHulk: Lightweight Annotation for Wearable Cognitive AssistanceDOI 10.21203/rs.3.rs-3991530/v1Read

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

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

ExoNet Database: Wearable Camera Images of Human Locomotion EnvironmentsSemantic proximity Read

WVAB: A Low-Latency Wireless Assistive Vision Framework for Risk-Aware Navigation and Multilingual Audio GuidanceSemantic proximity Read

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

Lightweight Context-aware Feature Transformer Network for Human Pose EstimationSemantic proximity Read

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

Cosine Similarity of Convolutional Features of Video Frames as a Method for Finding Similar Activities from Past and Present Information of Video InputSemantic proximity Read

BAGAN: Effective Data Generation Based on GAN Augmented 3D SynthesizingSemantic proximity Read

A Multi-Attention Fusion Deep Network for Human Activity Recognition in Motor RehabilitationSemantic proximity Read

Deep-learning Based Egocentric Action Anticipation: A SurveySemantic proximity Read