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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 711–720 of 744 papers

Title	Date	Tasks	Status	Hype
Impact of Physical Activity on Sleep:A Deep Learning Based Exploration	Jul 24, 2016	Activity RecognitionDeep Learning	—Unverified	0
Robust Automated Human Activity Recognition and its Application to Sleep Research	Jul 17, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Untrimmed Video Classification for Activity Detection: submission to ActivityNet Challenge	Jul 7, 2016	Action DetectionActivity Detection	CodeCode Available	0
Laplacian LRR on Product Grassmann Manifolds for Human Activity Clustering in Multi-Camera Video Surveillance	Jun 13, 2016	Activity RecognitionClustering	—Unverified	0
Learning Latent Sub-events in Activity Videos Using Temporal Attention Filters	May 26, 2016	Action ClassificationAction Recognition In Videos	CodeCode Available	0
Deep, Convolutional, and Recurrent Models for Human Activity Recognition using Wearables	Apr 29, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Privacy-Preserving Human Activity Recognition from Extreme Low Resolution	Apr 12, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Temporally Robust Global Motion Compensation by Keypoint-based Congealing	Mar 12, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Appearance Based Robot and Human Activity Recognition System	Feb 4, 2016	Activity RecognitionHuman Activity Recognition	—Unverified	0
Multivariate Time Series Classification Using Dynamic Time Warping Template Selection for Human Activity Recognition	Dec 21, 2015	Activity RecognitionDynamic Time Warping	—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