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Optical and Quantum Electronics

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01-02-2024

Evaluation of infrared image detection based on HOG feature extraction in swimmer training effectiveness

Author: Zhang Tingrui

Published in: Optical and Quantum Electronics | Issue 2/2024

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Abstract

Based on the training effect evaluation of swimmers, this paper proposes an infrared image detection method based on HOG feature extraction and infrared image detection technology. Since optical images are easily affected by illumination and other factors in complex environments, infrared images are chosen as the object of training effect evaluation in this study. Infrared images have the advantages of illumination insensitivity, through fog and so on, which can better reflect the posture and action of swimmers. The infrared image detection method based on HOG feature extraction is described in detail, and the feature vector of swimmers is obtained. By detecting the infrared images of the training set and the test set, the evaluation results of the training effect of the swimmers are obtained. The experimental results show that this method can accurately detect the swimmer's posture and movement, and provides an effective means for evaluating the training effect.

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AlMousawi, K.M., Hassan, A.A., Hayawi, M.J.: Hybrid method for face description using LBP and HOG. J. Educ. Pure Sci.-Univ. Thi-Qar 10(1), 73–79 (2020)

Alzubaidi, M.A., Otoom, M., Jaradat, H.: Comprehensive and comparative global and local feature extraction framework for lung cancer detection using CT scan images. IEEE Access 9, 158140–158154 (2021)CrossRef

Askari, S.: Fuzzy C-Means clustering algorithm for data with unequal cluster sizes and contaminated with noise and outliers: review and development. Expert Syst. Appl. 165, 113856 (2021)CrossRef

Gonjo, T., Olstad, B.H.: Race analysis in competitive swimming: a narrative review. Int. J. Environ. Res. Public Health 18(1), 69 (2021)CrossRef

Jiang, M., Yang, H.: Secure outsourcing algorithm of BTC feature extraction in cloud computing. IEEE Access 8, 106958–106967 (2020)CrossRef

Kudo, T.: CG training model application method using cycle-consistent adversarial network. Int. J. Inform. Soc. 12(1), 41–48 (2020)

Liu, L., Sun, S.Z., Yu, H., Yue, X., Zhang, D.: A modified Fuzzy C-Means (FCM) clustering algorithm and its application on carbonate fluid identification. J. Appl. Geophys. 129, 28–35 (2016)CrossRefADS

Lochman, V., Tyshchenko, V., Tovstopiatko, F., Pyptiuk, P., Ivanenko, S., Pozmogova, N.: Use of innovative technical means to increase the training process effectiveness in handball. J. Phys. Educ. Sport 21(4), 1695–1704 (2021)

Ortega, J.A.F., De Los ReyesPena, Y.G.F.R.G.: Effects of strength training based on velocity versus traditional training on muscle mass, neuromuscular activation, and indicators of maximal power and strength in girls soccer players. Apunts Sports Med. 55(206), 53–61 (2020)CrossRef

Park, H.Y., Lim, K.: Effects of hypoxic training versus normoxic training on exercise performance in competitive swimmers. J. Sports Sci. Med. 16(4), 480 (2017)PubMedPubMedCentral

Shan, Z., Ren, K., Blanton, M., Wang, C.: Practical secure computation outsourcing: a survey. ACM Comput. Surv. (CSUR) 51(2), 1–40 (2018)CrossRefADS

Van Pham, N., Pham, L.T., Pedrycz, W., Ngo, L.T.: Feature-reduction fuzzy co-clustering approach for hyper-spectral image analysis. Knowl.-Based Syst. 216, 106549 (2021)CrossRef

Vaser, R., Adusumalli, S., Leng, S.N., Sikic, M., Ng, P.C.: SIFT missense predictions for genomes. Nat. Protoc. 11(1), 1–9 (2016)CrossRefPubMed

Wang, D., Li, B., Wu, Y., Li, B.: The effects of maternal atrazine exposure and swimming training on spatial learning memory and hippocampal morphology in offspring male rats via PSD95/NR2B signaling pathway. Cell. Mol. Neurobiol. 39, 1003–1015 (2019)CrossRefPubMed

Xu, R.: Modern biotechnology and nanotechnology in competitive sports. Ferroelectrics 578(1), 179–193 (2021)CrossRefADS

Yang, M.S., Nataliani, Y.: Robust-learning fuzzy c-means clustering algorithm with unknown number of clusters. Pattern Recogn. 71, 45–59 (2017)CrossRefADS

Zare, M., Koch, M.: Groundwater level fluctuations simulation and prediction by ANFIS-and hybrid wavelet-ANFIS/Fuzzy C-Means (FCM) clustering models: application to the Miandarband plain. J. Hydro-Environ. Res. 18, 63–76 (2018)CrossRef

Title: Evaluation of infrared image detection based on HOG feature extraction in swimmer training effectiveness
Author: Zhang Tingrui
Publication date: 01-02-2024
Publisher: Springer US
Published in: Optical and Quantum Electronics / Issue 2/2024
Print ISSN: 0306-8919
Electronic ISSN: 1572-817X
DOI: https://doi.org/10.1007/s11082-023-05787-5

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