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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 361–370 of 744 papers

Title	Date	Tasks	Status	Hype
Efficient Deep Clustering of Human Activities and How to Improve Evaluation	Sep 17, 2022	ClusteringDeep Clustering	CodeCode Available	0
Differentiable Frequency-based Disentanglement for Aerial Video Action Recognition	Sep 15, 2022	Action RecognitionActivity Recognition	—Unverified	0
Out-of-Distribution Representation Learning for Time Series Classification	Sep 15, 2022	Activity RecognitionClassification	—Unverified	0
TASKED: Transformer-based Adversarial learning for human activity recognition using wearable sensors via Self-KnowledgE Distillation	Sep 14, 2022	Activity RecognitionHuman Activity Recognition	—Unverified	0
BON: An extended public domain dataset for human activity recognition	Sep 12, 2022	Activity RecognitionHuman Activity Recognition	—Unverified	0
Human Activity Recognition on Microcontrollers with Quantized and Adaptive Deep Neural Networks	Sep 2, 2022	Activity RecognitionHuman Activity Recognition	—Unverified	0
To Store or Not? Online Data Selection for Federated Learning with Limited Storage	Sep 1, 2022	Activity RecognitionData Valuation	—Unverified	0
RecLight: A Recurrent Neural Network Accelerator with Integrated Silicon Photonics	Aug 31, 2022	Activity RecognitionAnomaly Detection	—Unverified	0
Self-Supervised Human Activity Recognition with Localized Time-Frequency Contrastive Representation Learning	Aug 26, 2022	Activity RecognitionClassification	—Unverified	0
SFusion: Self-attention based N-to-One Multimodal Fusion Block	Aug 26, 2022	Activity RecognitionBrain Tumor Segmentation	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