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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 411–420 of 744 papers

Title	Date	Tasks	Status	Hype
Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition	Mar 14, 2022	Activity RecognitionFew-Shot Learning	—Unverified	0
Lifelong Adaptive Machine Learning for Sensor-based Human Activity Recognition Using Prototypical Networks	Mar 11, 2022	Activity Recognitionclass-incremental learning	—Unverified	0
Defending Black-box Skeleton-based Human Activity Classifiers	Mar 9, 2022	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
Panoramic Human Activity Recognition	Mar 8, 2022	Activity RecognitionGraph Neural Network	CodeCode Available	1
LSTMSPLIT: Effective SPLIT Learning based LSTM on Sequential Time-Series Data	Mar 8, 2022	Activity RecognitionFederated Learning	—Unverified	0
Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity Recognition	Mar 8, 2022	Activity RecognitionEnsemble Learning	CodeCode Available	0
HAR-GCNN: Deep Graph CNNs for Human Activity Recognition From Highly Unlabeled Mobile Sensor Data	Mar 7, 2022	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
TransDARC: Transformer-based Driver Activity Recognition with Latent Space Feature Calibration	Mar 2, 2022	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
Wearable Sensor-Based Human Activity Recognition with Transformer Model	Mar 1, 2022	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
Assessing the State of Self-Supervised Human Activity Recognition using Wearables	Feb 22, 2022	Activity RecognitionDomain Adaptation	—Unverified	0

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All datasets RHM OAD dataset PAMAP2 HAR HMDB51 MM-Fit Radar Dataset (DIAT-μRadHAR: Radar micro-Doppler Signature dataset for Human Suspicious Activity Recognition)UCF-101

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Dual-Stream C3D	Accuracy (Top-1)	71.06	—	Unverified
2	C3D	Accuracy (Top-1)	70.3	—	Unverified
3	Dual-Stream ConvNet	Accuracy (Top-1)	62.77	—	Unverified
4	SlowFast (101)	Accuracy (Top-1)	45.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ESTIE + VGG16 (transfer-learning)	Accuracy	95.22	—	Unverified
2	STIE + VGG16 (transfer-learning)	Accuracy	94.77	—	Unverified
3	STIE + VGG16(fine-tuning)	Accuracy	86.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AFVF	Accuracy	0.97	—	Unverified
2	Selective HAR Clustering	NMI	0.88	—	Unverified
3	Unsupervised embedding learning for human activity recognition using wearable sensor data	NMI	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LMSS	Accuracy	1	—	Unverified
2	AFVF	Accuracy	0.99	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Label-Ranker	Accuracy	61.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	unsupervised statistical feature guided diffusion model	F1 - macro	0.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DIAT-RadHARNet	1:1 Accuracy	99.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Label-Ranker	Accuracy	89.5	—	Unverified