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Published at December 6

LoFi: Vision-Aided Label Generator for Wi-Fi Localization and Tracking

cs.CV

eess.SP

Released Date: December 6, 2024

Authors: Zijian Zhao¹, Tingwei Chen², Fanyi Meng², Zhijie Cai², Hang Li², Xiaoyang Li², Guangxu Zhu³

Aff.: ¹Shenzhen Research Institute of Big Data, Sun Yat-sen University; ²Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong; ³Shenzhen Research Institute of Big Data

Arxiv: http://arxiv.org/pdf/2412.05074v1

	Convolution-based Methods		Series-based Methods
	CNN	ResNet [27]	RNN [28]	GRU [29]	LSTM [30]	CSI-BERT [26]
Error Mean	0.8745	0.5830	0.8705	0.9413	0.8643	0.6991
Error Standard Deviation	0.3177	0.3475	0.2802	0.3217	0.2475	0.3063
Classification Accuracy (6 classes)	31.99%	55.50%	53.29%	49.41%	53.50%	60.07%
Classification Accuracy (4 classes)	42.03%	62.54%	61.92%	56.00%	62.15%	61.93%
Classification Accuracy (2 classes)	62.84%	82.98%	84.47%	73.56%	73.98%	75.63%