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Human Activity Recognition

Classify various human activities

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 241–250 of 744 papers

Title	Date	Tasks	Status	Hype
Investigating Deep Neural Network Architecture and Feature Extraction Designs for Sensor-based Human Activity Recognition	Sep 26, 2023	Activity RecognitionContrastive Learning	—Unverified	0
Finding Order in Chaos: A Novel Data Augmentation Method for Time Series in Contrastive Learning	Sep 23, 2023	Activity RecognitionContrastive Learning	CodeCode Available	1
Human Activity Segmentation Challenge @ ECML/PKDD’23	Sep 18, 2023	Activity RecognitionChange Point Detection	CodeCode Available	1
Overview of Human Activity Recognition Using Sensor Data	Sep 12, 2023	Activity RecognitionDeep Learning	—Unverified	0
Action Segmentation Using 2D Skeleton Heatmaps and Multi-Modality Fusion	Sep 12, 2023	Action SegmentationActivity Recognition	—Unverified	0
Multimodal Contrastive Learning with Hard Negative Sampling for Human Activity Recognition	Sep 3, 2023	Activity RecognitionContrastive Learning	—Unverified	0
Expanding Frozen Vision-Language Models without Retraining: Towards Improved Robot Perception	Aug 31, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
Robust Activity Recognition for Adaptive Worker-Robot Interaction using Transfer Learning	Aug 28, 2023	Activity RecognitionHuman Activity Recognition	—Unverified	0
Large Transformers are Better EEG Learners	Aug 20, 2023	Activity RecognitionEEG	CodeCode Available	0
Hard No-Box Adversarial Attack on Skeleton-Based Human Action Recognition with Skeleton-Motion-Informed Gradient	Aug 10, 2023	Action RecognitionActivity 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