SOTAVerified

Human Activity Recognition

Classify various human activities

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 744 papers

TitleStatusHype
Weakly Supervised Multi-Task Representation Learning for Human Activity Analysis Using Wearables—0
DIVERSIFY: A General Framework for Time Series Out-of-distribution Detection and Generalization—0
Evaluating Spiking Neural Network On Neuromorphic Platform For Human Activity RecognitionCode0
PressureTransferNet: Human Attribute Guided Dynamic Ground Pressure Profile Transfer using 3D simulated Pressure Maps—0
Eco-Friendly Sensing for Human Activity Recognition—0
Shuffled Differentially Private Federated Learning for Time Series Data Analytics—0
FedMEKT: Distillation-based Embedding Knowledge Transfer for Multimodal Federated Learning—0
Unsupervised Embedding Learning for Human Activity Recognition Using Wearable Sensor Data—0
Self-Supervised Learning for WiFi CSI-Based Human Activity Recognition: A Systematic Study—0
Siamese Networks for Weakly Supervised Human Activity Recognition—0
randomHAR: Improving Ensemble Deep Learners for Human Activity Recognition with Sensor Selection and Reinforcement Learning—0
A Comprehensive Review of Automated Data Annotation Techniques in Human Activity Recognition—0
A Real-time Human Pose Estimation Approach for Optimal Sensor Placement in Sensor-based Human Activity Recognition—0
Don't freeze: Finetune encoders for better Self-Supervised HAR—0
Post-train Black-box Defense via Bayesian Boundary Correction—0
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
GeXSe (Generative Explanatory Sensor System): An Interpretable Deep Generative Model for Human Activity Recognition in Smart Spaces—0
A Novel Two Stream Decision Level Fusion of Vision and Inertial Sensors Data for Automatic Multimodal Human Activity Recognition System—0
Attention-Refined Unrolling for Sparse Sequential micro-Doppler ReconstructionCode0
Combining Public Human Activity Recognition Datasets to Mitigate Labeled Data ScarcityCode0
Human Activity Behavioural Pattern Recognition in Smarthome with Long-hour Data Collection—0
"Filling the Blanks'': Identifying Micro-activities that Compose Complex Human Activities of Daily Living—0
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series PredictionCode1
DISC: a Dataset for Integrated Sensing and Communication in mmWave Systems—0
TS-MoCo: Time-Series Momentum Contrast for Self-Supervised Physiological Representation LearningCode1
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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