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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 271–280 of 744 papers

Title	Date	Tasks	Status	Hype
CSI-Based Cross-Domain Activity Recognition via Zero-Shot Prototypical Networks	Dec 12, 2023	Activity RecognitionCross-Domain Activity Recognition	—Unverified	0
Towards a geometric understanding of Spatio Temporal Graph Convolution Networks	Dec 12, 2023	Action RecognitionActivity Recognition	CodeCode Available	0
A Review of Machine Learning Methods Applied to Video Analysis Systems	Dec 8, 2023	Active LearningActivity Recognition	—Unverified	0
Multi-Scale and Multi-Modal Contrastive Learning Network for Biomedical Time Series	Dec 6, 2023	Activity RecognitionContrastive Learning	—Unverified	0
Virtual Fusion with Contrastive Learning for Single Sensor-based Activity Recognition	Dec 1, 2023	Activity RecognitionContrastive Learning	—Unverified	0
A Causality-Aware Pattern Mining Scheme for Group Activity Recognition in a Pervasive Sensor Space	Dec 1, 2023	Activity RecognitionGroup Activity Recognition	—Unverified	0
Student Activity Recognition in Classroom Environments using Transfer Learning	Dec 1, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
Contrastive Left-Right Wearable Sensors (IMUs) Consistency Matching for HAR	Nov 21, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
Know Thy Neighbors: A Graph Based Approach for Effective Sensor-Based Human Activity Recognition in Smart Homes	Nov 16, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
TENT: Connect Language Models with IoT Sensors for Zero-Shot Activity Recognition	Nov 14, 2023	Activity RecognitionContrastive Learning	—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