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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 521–530 of 744 papers

Title	Date	Tasks	Status	Hype
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring	Dec 14, 2020	Activity RecognitionFederated Learning	—Unverified	0
Contrastive Predictive Coding for Human Activity Recognition	Dec 9, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Transfer Learning for Human Activity Recognition using Representational Analysis of Neural Networks	Dec 5, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Federated Learning with Heterogeneous Labels and Models for Mobile Activity Monitoring	Dec 4, 2020	Activity RecognitionBIG-bench Machine Learning	—Unverified	0
MEVA: A Large-Scale Multiview, Multimodal Video Dataset for Activity Detection	Dec 2, 2020	Action DetectionActivity Detection	—Unverified	0
A compact sequence encoding scheme for online human activity recognition in HRI applications	Dec 1, 2020	Action RecognitionActivity Recognition	—Unverified	0
LaHAR: Latent Human Activity Recognition using LDA	Nov 23, 2020	Activity RecognitionClustering	CodeCode Available	0
Exploring Contrastive Learning in Human Activity Recognition for Healthcare	Nov 23, 2020	Activity RecognitionContrastive Learning	CodeCode Available	1
Yet it moves: Learning from Generic Motions to Generate IMU data from YouTube videos	Nov 23, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
Self-supervised transfer learning of physiological representations from free-living wearable data	Nov 18, 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