SOTAVerified

Human Activity Recognition

Classify various human activities

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 744 papers

TitleStatusHype
Investigating Enhancements to Contrastive Predictive Coding for Human Activity RecognitionCode0
A Training Framework for Optimal and Stable Training of Polynomial Neural NetworksCode0
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained DevicesCode0
IoT-Based Real-Time Medical-Related Human Activity Recognition Using Skeletons and Multi-Stage Deep Learning for HealthcareCode0
Leveraging Activity Recognition to Enable Protective Behavior Detection in Continuous DataCode0
Robust Explainer Recommendation for Time Series ClassificationCode0
Reducing numerical precision preserves classification accuracy in Mondrian ForestsCode0
AutoGCN -- Towards Generic Human Activity Recognition with Neural Architecture SearchCode0
A Survey of Human Activity Recognition Using WiFi CSICode0
Large Transformers are Better EEG LearnersCode0
Human activity recognition from skeleton posesCode0
Human Activity Recognition: A Spatio-temporal Image Encoding of 3D Skeleton Data for Online Action DetectionCode0
A*HAR: A New Benchmark towards Semi-supervised learning for Class-imbalanced Human Activity RecognitionCode0
Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-ArtCode0
Through-the-Wall Radar Human Activity Recognition WITHOUT Using Neural NetworksCode0
Human Activity Recognition in an Open WorldCode0
Mukhtasir-Khail-Net: An Ultra-Efficient Convolutional Neural Network for Sports Activity Recognition with Wearable Inertial SensorsCode0
HARMamba: Efficient and Lightweight Wearable Sensor Human Activity Recognition Based on Bidirectional MambaCode0
ASM2TV: An Adaptive Semi-Supervised Multi-Task Multi-View Learning Framework for Human Activity RecognitionCode0
Accoustate: Auto-annotation of IMU-generated Activity Signatures under Smart InfrastructureCode0
B-HAR: an open-source baseline framework for in depth study of human activity recognition datasets and workflowsCode0
Big-Little Adaptive Neural Networks on Low-Power Near-Subthreshold ProcessorsCode0
Human Activity Recognition using Continuous Wavelet Transform and Convolutional Neural NetworksCode0
Glimpse Clouds: Human Activity Recognition from Unstructured Feature PointsCode0
Personalized Activity Recognition with Deep Triplet EmbeddingsCode0
PI-Net: A Deep Learning Approach to Extract Topological Persistence ImagesCode0
Hang-Time HAR: A Benchmark Dataset for Basketball Activity Recognition using Wrist-Worn Inertial SensorsCode0
Out-of-Distribution Representation Learning for Time Series ClassificationCode0
Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation LearningCode0
A Probabilistic Logic Programming Event CalculusCode0
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health MonitoringCode0
Feature engineering workflow for activity recognition from synchronized inertial measurement unitsCode0
FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal TransportCode0
Hard Regularization to Prevent Deep Online Clustering Collapse without Data AugmentationCode0
Human Activity Recognition using Multi-Head CNN followed by LSTMCode0
Approaches to human activity recognition via passive radarCode0
Adversarial Domain Adaptation for Cross-user Activity Recognition Using Diffusion-based Noise-centred LearningCode0
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptationCode0
Enhancing Wearable Tap Water Audio Detection through Subclass Annotation in the HD-Epic DatasetCode0
Evaluating Spiking Neural Network On Neuromorphic Platform For Human Activity RecognitionCode0
Efficient Deep Clustering of Human Activities and How to Improve EvaluationCode0
Adversarial Attacks on Deep Neural Networks for Time Series ClassificationCode0
Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity RecognitionCode0
Attention-Refined Unrolling for Sparse Sequential micro-Doppler ReconstructionCode0
DiTMoS: Delving into Diverse Tiny-Model Selection on MicrocontrollersCode0
Directional Antenna Systems for Long-Range Through-Wall Human Activity RecognitionCode0
Domain Adaptation Under Behavioral and Temporal Shifts for Natural Time Series Mobile Activity RecognitionCode0
Dynamic Vision Sensors for Human Activity RecognitionCode0
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data ScarcityCode0
A benchmark of data stream classification for human activity recognition on connected objectsCode0
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All datasetsRHMOAD datasetPAMAP2HARHMDB51MM-FitRadar Dataset (DIAT-μRadHAR: Radar micro-Doppler Signature dataset for Human Suspicious Activity Recognition)UCF-101

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Dual-Stream C3DAccuracy (Top-1)71.06—Unverified
2C3DAccuracy (Top-1)70.3—Unverified
3Dual-Stream ConvNetAccuracy (Top-1)62.77—Unverified
4SlowFast (101)Accuracy (Top-1)45.28—Unverified
#ModelMetricClaimedVerifiedStatus
1ESTIE + VGG16 (transfer-learning)Accuracy95.22—Unverified
2STIE + VGG16 (transfer-learning)Accuracy94.77—Unverified
3STIE + VGG16(fine-tuning)Accuracy86.81—Unverified
#ModelMetricClaimedVerifiedStatus
1AFVFAccuracy0.97—Unverified
2Selective HAR ClusteringNMI0.88—Unverified
3Unsupervised embedding learning for human activity recognition using wearable sensor dataNMI0.87—Unverified
#ModelMetricClaimedVerifiedStatus
1LMSSAccuracy1—Unverified
2AFVFAccuracy0.99—Unverified
#ModelMetricClaimedVerifiedStatus
1Label-RankerAccuracy61.18—Unverified
#ModelMetricClaimedVerifiedStatus
1unsupervised statistical feature guided diffusion modelF1 - macro0.44—Unverified
#ModelMetricClaimedVerifiedStatus
1DIAT-RadHARNet1:1 Accuracy99.22—Unverified
#ModelMetricClaimedVerifiedStatus
1Label-RankerAccuracy89.5—Unverified