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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 571–580 of 744 papers

Title	Date	Tasks	Status	Hype
Utility-aware Privacy-preserving Data Releasing	May 9, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Layer-wise training convolutional neural networks with smaller filters for human activity recognition using wearable sensors	May 8, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Approaches and Applications of Early Classification of Time Series: A Review	May 6, 2020	Activity RecognitionClassification	—Unverified	0
SleepPoseNet: Multi-View Learning for Sleep Postural Transition Recognition Using UWB	May 2, 2020	Activity RecognitionData Augmentation	CodeCode Available	1
Skeleton Focused Human Activity Recognition in RGB Video	Apr 29, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
EmbraceNet for Activity: A Deep Multimodal Fusion Architecture for Activity Recognition	Apr 29, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Effective Human Activity Recognition Based on Small Datasets	Apr 29, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Using GAN to Enhance the Accuracy of Indoor Human Activity Recognition	Apr 23, 2020	Activity RecognitionGenerative Adversarial Network	—Unverified	0
Human Activity Recognition using Inertial, Physiological and Environmental Sensors: a Comprehensive Survey	Apr 19, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
Conditional-UNet: A Condition-aware Deep Model for Coherent Human Activity Recognition From Wearables	Apr 15, 2020	Activity RecognitionGesture Recognition	—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