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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 541–550 of 744 papers

Title	Date	Tasks	Status	Hype
Attention-Driven Body Pose Encoding for Human Activity Recognition	Sep 29, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Semi-supervised sequence classification through change point detection	Sep 24, 2020	Activity RecognitionChange Point Detection	—Unverified	0
Stacked Generalization for Human Activity Recognition	Sep 22, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
MARS: Mixed Virtual and Real Wearable Sensors for Human Activity Recognition with Multi-Domain Deep Learning Model	Sep 20, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Personalization in Human Activity Recognition	Sep 1, 2020	Activity RecognitionDiversity	—Unverified	0
A benchmark of data stream classification for human activity recognition on connected objects	Aug 27, 2020	Activity RecognitionClassification	CodeCode Available	0
Self-Supervised Human Activity Recognition by Augmenting Generative Adversarial Networks	Aug 26, 2020	Activity RecognitionGenerative Adversarial Network	—Unverified	0
Skeleton-based Action Recognition via Spatial and Temporal Transformer Networks	Aug 17, 2020	Action RecognitionAction Recognition In Videos	CodeCode Available	1
An Intelligent Non-Invasive Real Time Human Activity Recognition System for Next-Generation Healthcare	Aug 6, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
DANA: Dimension-Adaptive Neural Architecture for Multivariate Sensor Data	Aug 5, 2020	Activity RecognitionHuman Activity Recognition	CodeCode Available	1

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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