Cover Image

Beyond Confusion: A Fine-grained Dialectical Examination of Human Activity Recognition Benchmark Datasets

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Geissler, Daniel, Nshimyimana, Dominique, Rey, Vitor Fortes, Suh, Sungho, Zhou, Bo, Lukowicz, Paul
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PIM: Physics-Informed Multi-task Pre-training for Improving Inertial Sensor-Based Human Activity Recognition
by: Nshimyimana, Dominique, et al.
Published: (2025)

Unsupervised Statistical Feature-Guided Diffusion Model for Sensor-based Human Activity Recognition
by: Zuo, Si, et al.
Published: (2023)

Initial Investigation of Kolmogorov-Arnold Networks (KANs) as Feature Extractors for IMU Based Human Activity Recognition
by: Liu, Mengxi, et al.
Published: (2024)

Sensor Data Augmentation from Skeleton Pose Sequences for Improving Human Activity Recognition
by: Zolfaghari, Parham, et al.
Published: (2024)

CoSS: Co-optimizing Sensor and Sampling Rate for Data-Efficient AI in Human Activity Recognition
by: Liu, Mengxi, et al.
Published: (2024)

TinierHAR: Towards Ultra-Lightweight Deep Learning Models for Efficient Human Activity Recognition on Edge Devices
by: Bian, Sizhen, et al.
Published: (2025)

Spend More to Save More (SM2): An Energy-Aware Implementation of Successive Halving for Sustainable Hyperparameter Optimization
by: Geissler, Daniel, et al.
Published: (2024)

TxP: Reciprocal Generation of Ground Pressure Dynamics and Activity Descriptions for Improving Human Activity Recognition
by: Ray, Lala Shakti Swarup, et al.
Published: (2025)

TSAK: Two-Stage Semantic-Aware Knowledge Distillation for Efficient Wearable Modality and Model Optimization in Manufacturing Lines
by: Bello, Hymalai, et al.
Published: (2024)

MeciFace: Mechanomyography and Inertial Fusion-based Glasses for Edge Real-Time Recognition of Facial and Eating Activities
by: Bello, Hymalai, et al.
Published: (2023)

The Power of Training: How Different Neural Network Setups Influence the Energy Demand
by: Geißler, Daniel, et al.
Published: (2024)

CaptAinGlove: Capacitive and Inertial Fusion-Based Glove for Real-Time on Edge Hand Gesture Recognition for Drone Control
by: Bello, Hymalai, et al.
Published: (2023)

Text me the data: Generating Ground Pressure Sequence from Textual Descriptions for HAR
by: Ray, Lala Shakti Swarup, et al.
Published: (2024)

FieldHAR: A Fully Integrated End-to-end RTL Framework for Human Activity Recognition with Neural Networks from Heterogeneous Sensors
by: Liu, Mengxi, et al.
Published: (2023)

OV-HHIR: Open Vocabulary Human Interaction Recognition Using Cross-modal Integration of Large Language Models
by: Ray, Lala Shakti Swarup, et al.
Published: (2024)

Strategies and Challenges of Efficient White-Box Training for Human Activity Recognition
by: Geissler, Daniel, et al.
Published: (2024)

Collaborative Human Activity Recognition with Passive Inter-Body Electrostatic Field
by: Bian, Sizhen, et al.
Published: (2025)

iMove: Exploring Bio-impedance Sensing for Fitness Activity Recognition
by: Liu, Mengxi, et al.
Published: (2024)

Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task
by: Haresamudram, Harish, et al.
Published: (2024)

ChairPose: Pressure-based Chair Morphology Grounded Sitting Pose Estimation through Simulation-Assisted Training
by: Ray, Lala Shakti Swarup, et al.
Published: (2025)

BeSound: Bluetooth-Based Position Estimation Enhancing with Cross-Modality Distillation
by: Bello, Hymalai, et al.
Published: (2024)

MuJo: Multimodal Joint Feature Space Learning for Human Activity Recognition
by: Fritsch, Stefan Gerd, et al.
Published: (2024)

Embedded Inter-Subject Variability in Adversarial Learning for Inertial Sensor-Based Human Activity Recognition
by: Calatrava-Nicolás, Francisco M., et al.
Published: (2026)

ALS-HAR: Harnessing Wearable Ambient Light Sensors to Enhance IMU-based Human Activity Recogntion
by: Ray, Lala Shakti Swarup, et al.
Published: (2024)

iKAN: Global Incremental Learning with KAN for Human Activity Recognition Across Heterogeneous Datasets
by: Liu, Mengxi, et al.
Published: (2024)

Initial Findings on Sensor based Open Vocabulary Activity Recognition via Text Embedding Inversion
by: Ray, Lala Shakti Swarup, et al.
Published: (2025)

KAN-MLP-Mixer: A comprehensive investigation of the usage of Kolmogorov-Arnold Networks (KANs) for improving IMU-based Human Activity Recognition
by: Liu, Mengxi, et al.
Published: (2026)

Assessing the Impact of Sampling Irregularity in Time Series Data: Human Activity Recognition As A Case Study
by: Liu, Mengxi, et al.
Published: (2025)

Enhancing Interpretability Through Loss-Defined Classification Objective in Structured Latent Spaces
by: Geissler, Daniel, et al.
Published: (2024)

OpenMarcie: Dataset for Multimodal Action Recognition in Industrial Environments
by: Bello, Hymalai, et al.
Published: (2026)

A Wearable Multi-Modal Edge-Computing System for Real-Time Kitchen Activity Recognition
by: Liu, Mengxi, et al.
Published: (2024)

On the Generalization Limits of Quantum Generative Adversarial Networks with Pure State Generators
by: Frkatovic, Jasmin, et al.
Published: (2025)

Remaining useful life prediction of Lithium-ion batteries using spatio-temporal multimodal attention networks
by: Suh, Sungho, et al.
Published: (2023)

Hybrid CNN-Dilated Self-attention Model Using Inertial and Body-Area Electrostatic Sensing for Gym Workout Recognition, Counting, and User Authentification
by: Bian, Sizhen, et al.
Published: (2025)

Beyond the Pocket: A Large-Scale International Study on User Preferences on Bodily Placements of Commercial Wearables
by: Sorysz, Joanna, et al.
Published: (2025)

Human in the Latent Loop (HILL): Interactively Guiding Model Training Through Human Intuition
by: Geissler, Daniel, et al.
Published: (2025)

Bridging Generalization and Personalization in Human Activity Recognition via On-Device Few-Shot Learning
by: Kang, Pixi, et al.
Published: (2025)

A Synthetic Benchmarking Pipeline to Compare Camera Calibration Algorithms
by: Ray, Lala Shakti Swarup, et al.
Published: (2023)

Misinforming LLMs: vulnerabilities, challenges and opportunities
by: Zhou, Bo, et al.
Published: (2024)

SPECTRA: An Efficient Spectral-Informed Neural Network for Sensor-Based Activity Recognition
by: Gurung, Deepika, et al.
Published: (2026)