SOTAVerified

Human Activity Recognition

Classify various human activities

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 744 papers

TitleStatusHype
Phase-driven Domain Generalizable Learning for Nonstationary Time Series—0
AutoGCN -- Towards Generic Human Activity Recognition with Neural Architecture SearchCode0
iMove: Exploring Bio-impedance Sensing for Fitness Activity Recognition—0
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data—0
Sensor-Based Data Acquisition via Ubiquitous Device to Detect Muscle Strength Training Activities—0
Deep Learning for Computer Vision based Activity Recognition and Fall Detection of the Elderly: a Systematic Review—0
Uncertainty-aware Bridge based Mobile-Former Network for Event-based Pattern RecognitionCode0
Transfer Learning in Human Activity Recognition: A Survey—0
Federated Unlearning for Human Activity Recognition—0
Self-supervised New Activity Detection in Sensor-based Smart Environments—0
Body-Area Capacitive or Electric Field Sensing for Human Activity Recognition and Human-Computer Interaction: A Comprehensive Survey—0
TRTAR: Transmissive RIS-assisted Through-the-wall Human Activity Recognition—0
Standardizing Your Training Process for Human Activity Recognition Models: A Comprehensive Review in the Tunable Factors—0
Balancing Continual Learning and Fine-tuning for Human Activity Recognition—0
CoSS: Co-optimizing Sensor and Sampling Rate for Data-Efficient AI in Human Activity Recognition—0
Directional Antenna Systems for Long-Range Through-Wall Human Activity RecognitionCode0
Data Augmentation Techniques for Cross-Domain WiFi CSI-based Human Activity RecognitionCode0
Device-Free Human State Estimation using UWB Multi-Static Radios—0
POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning—0
Enhanced Spatio- Temporal Image Encoding for Online Human Activity RecognitionCode0
Towards a geometric understanding of Spatio Temporal Graph Convolution NetworksCode0
CSI-Based Cross-Domain Activity Recognition via Zero-Shot Prototypical Networks—0
A Review of Machine Learning Methods Applied to Video Analysis Systems—0
Multi-Scale and Multi-Modal Contrastive Learning Network for Biomedical Time Series—0
Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition—0
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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