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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 581–590 of 744 papers

Title	Date	Tasks	Status	Hype
Sequential Weakly Labeled Multi-Activity Localization and Recognition on Wearable Sensors using Recurrent Attention Networks	Apr 13, 2020	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
Optimised Convolutional Neural Networks for Heart Rate Estimation and Human Activity Recognition in Wrist Worn Sensing Applications	Mar 30, 2020	Activity RecognitionHeart rate estimation	—Unverified	0
Simultaneous Learning from Human Pose and Object Cues for Real-Time Activity Recognition	Mar 26, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Human Activity Recognition from Wearable Sensor Data Using Self-Attention	Mar 17, 2020	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
Adversarial Transferability in Wearable Sensor Systems	Mar 17, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
ActiLabel: A Combinatorial Transfer Learning Framework for Activity Recognition	Mar 16, 2020	Activity RecognitionDiversity	—Unverified	0
A Fourier Domain Feature Approach for Human Activity Recognition & Fall Detection	Mar 11, 2020	Activity RecognitionData Augmentation	—Unverified	0
Maximum Likelihood Speed Estimation of Moving Objects in Video Signals	Mar 10, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
A Deep Learning Method for Complex Human Activity Recognition Using Virtual Wearable Sensors	Mar 4, 2020	Activity RecognitionDiversity	—Unverified	0
Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery	Mar 3, 2020	Activity RecognitionClustering	—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