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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 651–660 of 744 papers

Title	Date	Tasks	Status	Hype
Towards Robust Human Activity Recognition from RGB Video Stream with Limited Labeled Data	Dec 16, 2018	Activity RecognitionData Augmentation	—Unverified	0
An Interpretable Machine Vision Approach to Human Activity Recognition using Photoplethysmograph Sensor Data	Dec 3, 2018	Activity RecognitionHuman Activity Recognition	—Unverified	0
DNN Transfer Learning from Diversified Micro-Doppler for Motion Classification	Nov 20, 2018	Activity RecognitionHuman Activity Recognition	—Unverified	0
Skeleton-based Activity Recognition with Local Order Preserving Match of Linear Patches	Nov 1, 2018	Activity RecognitionHuman Activity Recognition	—Unverified	0
PerceptionNet: A Deep Convolutional Neural Network for Late Sensor Fusion	Nov 1, 2018	Activity RecognitionHuman Activity Recognition	—Unverified	0
Wi-Motion: A Robust Human Activity Recognition Using WiFi Signals	Oct 27, 2018	Activity RecognitionHuman Activity Recognition	—Unverified	0
HAR-Net:Fusing Deep Representation and Hand-crafted Features for Human Activity Recognition	Oct 25, 2018	Activity RecognitionDeep Learning	—Unverified	0
A Preliminary Study on Hyperparameter Configuration for Human Activity Recognition	Oct 25, 2018	Activity RecognitionClassification	—Unverified	0
Optimized Gated Deep Learning Architectures for Sensor Fusion	Oct 8, 2018	Activity RecognitionAutonomous Driving	—Unverified	0
Understanding and Improving Recurrent Networks for Human Activity Recognition by Continuous Attention	Oct 7, 2018	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