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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 291–300 of 744 papers

Title	Date	Tasks	Status	Hype
Federated Continual Learning through distillation in pervasive computing	Jul 17, 2022	Activity RecognitionContinual Learning	—Unverified	0
Federated Learning and catastrophic forgetting in pervasive computing: demonstration in HAR domain	Jul 17, 2022	Activity RecognitionFederated Learning	—Unverified	0
Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring	Dec 4, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
Federated Self-Supervised Learning in Heterogeneous Settings: Limits of a Baseline Approach on HAR	Jul 17, 2022	Activity RecognitionFederated Learning	—Unverified	0
Federated Split Learning for Human Activity Recognition with Differential Privacy	Nov 9, 2024	Activity RecognitionFederated Learning	—Unverified	0
Federated Unlearning for Human Activity Recognition	Jan 17, 2024	Activity RecognitionFederated Learning	—Unverified	0
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring	Dec 14, 2020	Activity RecognitionFederated Learning	—Unverified	0
FedMEKT: Distillation-based Embedding Knowledge Transfer for Multimodal Federated Learning	Jul 25, 2023	Activity RecognitionFederated Learning	—Unverified	0
FedOpenHAR: Federated Multi-Task Transfer Learning for Sensor-Based Human Activity Recognition	Nov 13, 2023	Activity RecognitionFederated Learning	—Unverified	0
FLOW: Fusing and Shuffling Global and Local Views for Cross-User Human Activity Recognition with IMUs	Jun 3, 2024	Activity RecognitionHuman Activity 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