Abstract
To improve the effect of multi-target tracking, this paper proposes an indoor trajectory tracking method based on particle filtering, which automatically completes the construction of WiFi fingerprint database and performs fusion positioning without offline data collection. Moreover, this paper designs a tracking method based on particle filtering, which can estimate the current location of the user based on the map restriction information and the user's movement information at the same time. This paper designs an improved trajectory tracking algorithm, which can effectively accelerate the convergence speed of the particle filter by fusing the WiFi positioning results. In addition, this paper combines machine vision technology to research and analyze multi-target tracking technology, builds an intelligent analysis model, and combines experimental research to study multi-target tracking technology. Through simulation experiment research, we know that the multi-target tracking technology based on machine vision proposed in this paper has good results.
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08 January 2024
This article has been retracted. Please see the Retraction Notice for more detail: https://doi.org/10.1007/s13204-024-02998-4
References
Abosaooda M, Majid WJ, Hussein EA, Jalil AT, Kadhim MM, Abdullah MM, Almashhadani HA (2021) Role of vitamin C in the protection of the gum and implants in the human body: theoretical and experimental studies. Int J Corros Scale Inhib 10(3):1213–1229
Abu-Rumman A (2021) Transformational leadership and human capital within the disruptive business environment of academia. World J Educ Technol Curr Issues 13(2):178–187. https://doi.org/10.18844/wjet.v13i2.5652
Aldiabat K, Kwekha Rashid AS, Talafha H, Karajeh A (2018) The extent of smartphones users to adopt the use of cloud storage. J Comput Sci 14(12):1588–1598. https://doi.org/10.3844/jcssp.2018.1588.1598
Alhayani B, Abdallah AA (2020) Manufacturing intelligent Corvus corone module for a secured two way image transmission under WSN. Eng Comput. https://doi.org/10.1108/EC-02-2020-0107
Alhayani BSA, Llhan H (2021) Visual sensor intelligent module based image transmission in industrial manufacturing for monitoring and manipulation problems. J Intell Manuf 32:597–610. https://doi.org/10.1007/s10845-020-01590-1
Alhayani B, Abbas ST, Mohammed HJ et al (2021) Intelligent secured two-way image transmission using corvus corone module over WSN. Wireless Pers Commun. https://doi.org/10.1007/s11277-021-08484-2
Aso K, Hwang DH, Koike H (2021) Portable 3D human pose estimation for human-human interaction using a chest-mounted fisheye camera. In: Augmented humans conference 2021, pp 116–120
Azhand A, Rabe S, Müller S, Sattler I, Heimann-Steinert A (2021) Algorithm based on one monocular video delivers highly valid and reliable gait parameters. Sci Rep 11(1):1–10
Bakshi A, Sheikh D, Ansari Y, Sharma C, Naik H (2021) Pose estimate based yoga instructor. Int J Recent Adv Multidiscip Top 2(2):70–73
Bhombe J, Jethwa A, Singh A, Nagarhalli T (2021) Review of pose recognition systems. VIVA-Tech Int J Res Innov 1(4):1–8
Colyer SL, Evans M, Cosker DP, Salo AI (2018) A review of the evolution of vision-based motion analysis and the integration of advanced computer vision methods towards developing a markerless system. Sports Med Open 4(1):1–15
Díaz RG, Laamarti F, El Saddik A (2021) DTCoach: your digital twin coach on the edge during COVID-19 and beyond. IEEE Instrum Meas Mag 24(6):22–28
Dilfy SH, Hanawi MJ, Al-bideri AW, Jalil AT (2020) Determination of chemical composition of cultivated mushrooms in Iraq with spectrophotometrically and high performance liquid chromatographic. J Green Eng 10:6200–6216
Ershadi-Nasab S, Noury E, Kasaei S, Sanaei E (2018) Multiple human 3D pose estimation from multiview images. Multim Tools Appl 77(12):15573–15601
Gu R, Wang G, Jiang Z, Hwang JN (2019) Multi-person hierarchical 3D pose estimation in natural videos. IEEE Trans Circuits Syst Video Technol 30(11):4245–4257
Hanan ZK, Saleh MB, Mezal EH, Jalil AT (2021) Detection of human genetic variation in VAC14 gene by ARMA-PCR technique and relation with typhoid fever infection in patients with gallbladder diseases in Thi-Qar province/Iraq. Mater Today Proc
Hasan HS, Alhayani B et al (2021) Novel unilateral dental expander appliance (UDEX): a compound innovative materials. Comput Mater Contin 68(3):3499–3511. https://doi.org/10.32604/cmc.2021.015968
Hua G, Li L, Liu S (2020) Multipath affinage stacked—hourglass networks for human pose estimation. Front Comp Sci 14(4):1–12
Jalil AT, Dilfy SH, Karevskiy A, Najah N (2020) Viral hepatitis in Dhi-Qar province: demographics and hematological characteristics of patients. Int J Pharm Res 12(1)
Jalil AT, Al-Khafaji AHD, Karevskiy A, Dilfy SH, Hanan ZK (2021a) Polymerase chain reaction technique for molecular detection of HPV16 infections among women with cervical cancer in Dhi-Qar Province. Mater Today Proc
Jalil AT, Kadhum WR, Faryad Khan MU et al (2021b) Cancer stages and demographical study of HPV16 in gene L2 isolated from cervical cancer in Dhi-Qar province. Iraq Appl Nanosci. https://doi.org/10.1007/s13204-021-01947-9
Jalil AT, Shanshool MT, Dilfy SH, Saleh MM, Suleiman AA (2021c) Hematological and serological parameters for detection of COVID-19. J Microbiol Biotechnol Food Sci 1:4229. https://doi.org/10.15414/jmbfs.4229
Jumintono J, Alkubaisy S, Yánez Silva D, Singh K, Turki Jalil A, Mutia Syarifah S, Fakri Mustafa Y, Mikolaychik I, Morozova L, Derkho M (2021) The effect of cystamine on sperm and antioxidant parameters of ram semen stored at 4 °C for 50 hours. Arch Razi Inst. https://doi.org/10.22092/ari.2021.355901.1735
Kwekha-Rashid AS, Abduljabbar HN, Alhayani B (2021) Coronavirus disease (COVID-19) cases analysis using machine-learning applications. Appl Nanosci. https://doi.org/10.1007/s13204-021-01868-7
Li Z, Bao J, Liu T, Jiacheng W (2020) Judging the normativity of PAF based on TFN and NAN. J Shanghai Jiaotong Univ (sci) 25(5):569–577
Liu S, Li Y, Hua G (2018) Human pose estimation in video via structured space learning and halfway temporal evaluation. IEEE Trans Circuits Syst Video Technol 29(7):2029–2038
Liu JJ, Newman J, Lee DJ (2021) Using artificial intelligence to provide visual feedback for golf swing training. Electron Imaging 2021(6):321–331
Marofi F, Abdul‐Rasheed O, Sulaiman Rahman H, Setia Budi H, Jalil AT, Valerievich Yumashev A, Jarahian M (2021a) CAR‐NK cell in cancer immunotherapy; a promising frontier. Cancer Sci
Marofi F, Rahman HS, Al-Obaidi ZMJ, Jalil AT, Abdelbasset WK, Suksatan W, Jarahian M (2021b) Novel CAR T therapy is a ray of hope in the treatment of seriously ill AML patients. Stem Cell Res Ther 12(1):1–23
McNally W, Wong A, McPhee J (2018) Action recognition using deep convolutional neural networks and compressed spatio-temporal pose encodings. J Comput vis Imaging Syst 4(1):3–3
Mehta D, Sridhar S, Sotnychenko O, Rhodin H, Shafiei M, Seidel HP, Theobalt C (2017) Vnect: real-time 3D human pose estimation with a single RGB camera. ACM Trans Graphics (TOG) 36(4):1–14
Moghadasi S, Elveny M, Rahman HS et al (2021) A paradigm shift in cell-free approach: the emerging role of MSCs-derived exosomes in regenerative medicine. J Transl Med 19:302. https://doi.org/10.1186/s12967-021-02980-6
Mohammed HJ, Daham HA (2021) Analytic hierarchy process for evaluating flipped classroom learning. Comput Mater Contin 66(3):2229–2239. https://doi.org/10.32604/cmc.2021.014445
Nagalakshmi Vallabhaneni DPP (2021) The analysis of the impact of yoga on healthcare and conventional strategies for human pose recognition. Turk J Comput Math Educ 12(6):1772–1783
Nasr M, Ayman H, Ebrahim N, Osama R, Mosaad N, Mounir A (2020) Realtime multi-person 2D pose estimation. Int J Adv Netw Appl 11(6):4501–4508
Ngafwan N, Rasyid H, Abood ES, Abdelbasset WK, Al-Shawi SG, Bokov D, Jalil AT (2021) Study on novel fluorescent carbon nanomaterials in food analysis. Food Sci Technol
Nie X, Feng J, Xing J, Xiao S, Yan S (2018) Hierarchical contextual refinement networks for human pose estimation. IEEE Trans Image Process 28(2):924–936
Nie Y, Lee J, Yoon S, Park DS (2019) A multi-stage convolution machine with scaling and dilation for human pose estimation. KSII Trans Internet Inf Syst 13(6):3182–3198
Petrov I, Shakhuro V, Konushin A (2018) Deep probabilistic human pose estimation. IET Comput vis 12(5):578–585
Roomi AB, Widjaja G, Savitri D, Turki Jalil A, Fakri Mustafa Y, Thangavelu L, Aravindhan S (2021) SnO2: Au/carbon quantum dots nanocomposites: synthesis, characterization, and antibacterial activity. J Nanostruct
Saleh MM, Jalil AT, Abdulkereem RA, Suleiman AA (2021) Evaluation of Immunoglobulins, CD4/CD8 T lymphocyte ratio and interleukin-6 in COVID-19 patients. Turk J Immunol 8(3):129–134
Sárándi I, Linder T, Arras KO, Leibe B (2020) Metrabs: Metric-scale truncation-robust heatmaps for absolute 3D human pose estimation. IEEE Trans Biom Behav Identity Sci 3(1):16–30
Sarjito I, Elveny M, Jalil AT, Davarpanah A, Alfakeer M, Bahajjaj AAA, Ouladsmane M (2021) CFD-based simulation to reduce greenhouse gas emissions from industrial plants. Int J Chem React Eng
Szűcs G, Tamás B (2018) Body part extraction and pose estimation method in rowing videos. J Comput Inf Technol 26(1):29–43
Thành NT, Công PT (2019) An evaluation of pose estimation in video of traditional martial arts presentation. J Res Dev Inf Commun Technol 2019(2):114–126
Turki Jalil A, Hussain Dilfy S, Oudah Meza S, Aravindhan S, Kadhim M, Aljeboree A (2021) CuO/ZrO2 nanocomposites: facile synthesis, characterization and photocatalytic degradation of tetracycline antibiotic. J Nanostruct
Vakili-Samiani S, Jalil AT, Abdelbasset WK, Yumashev AV, Karpisheh V, Jalali P, Jadidi-Niaragh F (2021) Targeting Wee1 kinase as a therapeutic approach in hematological malignancies. DNA Repair 103203
Widjaja G, Jalil AT, Rahman HS, Abdelbasset WK, Bokov DO, Suksatan W, Ahmadi M (2021) Humoral immune mechanisms involved in protective and pathological immunity during COVID-19. Hum Immunol
Xu J, Tasaka K (2020) Keep your eye on the ball: detection of kicking motions in multi-view 4K Soccer Videos. ITE Trans Media Technol Appl 8(2):81–88
Yahya W, Ziming K, Juan W et al (2021) Study the influence of using guide vanes blades on the performance of cross-flow wind turbine. Appl Nanosci. https://doi.org/10.1007/s13204-021-01918-0
Zarkeshev A, Csiszár C (2019) Rescue method based on V2X communication and human pose estimation. Periodica Polytechnica Civ Eng 63(4):1139–1146
Acknowledgements
Fund projects: This work was supported by the Education Department of Liaoning Province: Research on Target Tracking Algorithm Based on Siamese Network (no: LG201915); Shenyang Ligong University: Design and Implementation of Multi-target Tracking algorithm based on deep learning; the Research and Innovation Team Construction Plan of Shenyang Ligong University (no: SYLUTD202105).
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Yang, D. RETRACTED ARTICLE: Research on multi-target tracking technology based on machine vision. Appl Nanosci 13, 2945–2955 (2023). https://doi.org/10.1007/s13204-021-02293-6
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DOI: https://doi.org/10.1007/s13204-021-02293-6