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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 441–450 of 744 papers

Title	Date	Tasks	Status	Hype
SSDL: Self-Supervised Dictionary Learning	Dec 3, 2021	Activity RecognitionDictionary Learning	—Unverified	0
Human Activity Recognition Using 3D Orthogonally-projected EfficientNet on Radar Time-Range-Doppler Signature	Nov 24, 2021	Activity RecognitionHuman Activity Recognition	—Unverified	0
Using Language Model to Bootstrap Human Activity Recognition Ambient Sensors Based in Smart Homes	Nov 23, 2021	Activity RecognitionHuman Activity Recognition	CodeCode Available	0
FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps	Nov 17, 2021	Activity RecognitionData Augmentation	—Unverified	0
Classifying Human Activities with Inertial Sensors: A Machine Learning Approach	Nov 9, 2021	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
A MIMO Radar-Based Metric Learning Approach for Activity Recognition	Nov 2, 2021	Activity RecognitionFew-Shot Learning	—Unverified	0
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances	Oct 31, 2021	Activity RecognitionDeep Learning	—Unverified	0
RF-Net: a Unified Meta-learning Framework for RF-enabled One-shot Human Activity Recognition	Oct 29, 2021	Activity RecognitionHuman Activity Recognition	CodeCode Available	1
Human Activity Recognition using Attribute-Based Neural Networks and Context Information	Oct 28, 2021	Activity RecognitionAttribute	—Unverified	0
Adversarial Deep Feature Extraction Network for User Independent Human Activity Recognition	Oct 23, 2021	Activity RecognitionDecoder	—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