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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 531–540 of 744 papers

Title	Date	Tasks	Status	Hype
Deep Positive Unlabeled Learning with a Sequential Bias	Jan 1, 2021	Activity RecognitionHuman Activity Recognition	—Unverified	0
Invariant Feature Learning for Sensor-based Human Activity Recognition	Dec 14, 2020	Activity RecognitionHuman Activity Recognition	—Unverified	0
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
Yet it moves: Learning from Generic Motions to Generate IMU data from YouTube videos	Nov 23, 2020	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