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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 701–710 of 744 papers

Title	Date	Tasks	Status	Hype
Dynamic Facial Analysis: From Bayesian Filtering to Recurrent Neural Network	Jul 1, 2017	Activity RecognitionFace Alignment	—Unverified	0
Cross-Country Skiing Gears Classification using Deep Learning	Jun 27, 2017	Activity RecognitionClassification	—Unverified	0
A Deep Learning Framework using Passive WiFi Sensing for Respiration Monitoring	Apr 19, 2017	Activity RecognitionDeep Learning	—Unverified	0
Pose-conditioned Spatio-Temporal Attention for Human Action Recognition	Mar 29, 2017	Action RecognitionActivity Recognition	—Unverified	0
Ensembles of Deep LSTM Learners for Activity Recognition using Wearables	Mar 28, 2017	Activity RecognitionHuman Activity Recognition	—Unverified	0
Ratio Utility and Cost Analysis for Privacy Preserving Subspace Projection	Feb 26, 2017	Activity RecognitionHuman Activity Recognition	—Unverified	0
Human Action Attribute Learning From Video Data Using Low-Rank Representations	Dec 23, 2016	Action RecognitionActivity Recognition	—Unverified	0
UniMiB SHAR: a new dataset for human activity recognition using acceleration data from smartphones	Nov 23, 2016	Activity RecognitionGeneral Classification	—Unverified	0
Deep Recurrent Neural Network for Mobile Human Activity Recognition with High Throughput	Nov 11, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Contextual Relationship-based Activity Segmentation on an Event Stream in the IoT Environment with Multi-user Activities	Sep 20, 2016	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