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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 461–470 of 744 papers

Title	Date	Tasks	Status	Hype
Incremental Learning Techniques for Online Human Activity Recognition	Sep 20, 2021	Activity RecognitionHuman Activity Recognition	—Unverified	0
RAPID: Retrofitting IEEE 802.11ay Access Points for Indoor Human Detection and Sensing	Sep 10, 2021	Activity RecognitionHuman Activity Recognition	—Unverified	0
A distillation-based approach integrating continual learning and federated learning for pervasive services	Sep 9, 2021	Activity RecognitionContinual Learning	—Unverified	0
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition	Sep 5, 2021	Activity RecognitionContrastive Learning	—Unverified	0
Transformer Networks for Data Augmentation of Human Physical Activity Recognition	Sep 2, 2021	Activity RecognitionData Augmentation	CodeCode Available	1
Few Shot Activity Recognition Using Variational Inference	Aug 20, 2021	Action RecognitionActivity Recognition	—Unverified	0
SALIENCE: An Unsupervised User Adaptation Model for Multiple Wearable Sensors Based Human Activity Recognition	Aug 17, 2021	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
AdaRNN: Adaptive Learning and Forecasting of Time Series	Aug 10, 2021	Activity RecognitionFinancial Analysis	CodeCode Available	0
Improving Deep Learning for HAR with shallow LSTMs	Aug 2, 2021	Activity RecognitionDeep Learning	CodeCode Available	1
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals	Jul 27, 2021	Activity RecognitionAnomaly Detection	—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