Automated postural ergonomic risk assessment using vision-based posture classification
Construction workers are at high risk of work-related musculoskeletal disorders (WMSDs) due to physically demanding manual-handling tasks in awkward postures. Although existing observational methods to identify ergonomic risks are inexpensive and easy to use, they are seldom used in construction sit...
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| Published in | Automation in construction Vol. 128; p. 103725 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Amsterdam
Elsevier B.V
01.08.2021
Elsevier BV |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0926-5805 1872-7891 1872-7891 |
| DOI | 10.1016/j.autcon.2021.103725 |
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| Abstract | Construction workers are at high risk of work-related musculoskeletal disorders (WMSDs) due to physically demanding manual-handling tasks in awkward postures. Although existing observational methods to identify ergonomic risks are inexpensive and easy to use, they are seldom used in construction sites because they are time-consuming, subject to observer bias, and require well-trained analysts. To address these drawbacks, this paper proposes a vision-based method to automatically classify workers' postures for ergonomic assessment. Specifically, it proposes a vision-based method that eliminates the need to collect extensive training-image datasets by employing classification algorithms to learn diverse postures from virtual images, and then identifies those postures in real-world images. The experimental tests showed about 89% classification accuracy in automatically classifying diverse postures on images, confirming the usefulness of virtual training images for posture classification. The proposed method has potential for automated ergonomic risk analysis, and could help to prevent WMSDs during diverse occupational tasks.
•A computer vision-based method for automated postural ergonomic risk assessment is proposed.•The method identifies risky postures on images by learning image patterns according to different body postures.•The method shows robust posture classification accuracy comparable with the accuracy attained by human observers. |
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| AbstractList | Construction workers are at high risk of work-related musculoskeletal disorders (WMSDs) due to physically demanding manual-handling tasks in awkward postures. Although existing observational methods to identify ergonomic risks are inexpensive and easy to use, they are seldom used in construction sites because they are time-consuming, subject to observer bias, and require well-trained analysts. To address these drawbacks, this paper proposes a vision-based method to automatically classify workers' postures for ergonomic assessment. Specifically, it proposes a vision-based method that eliminates the need to collect extensive training-image datasets by employing classification algorithms to learn diverse postures from virtual images, and then identifies those postures in real-world images. The experimental tests showed about 89% classification accuracy in automatically classifying diverse postures on images, confirming the usefulness of virtual training images for posture classification. The proposed method has potential for automated ergonomic risk analysis, and could help to prevent WMSDs during diverse occupational tasks. Construction workers are at high risk of work-related musculoskeletal disorders (WMSDs) due to physically demanding manual-handling tasks in awkward postures. Although existing observational methods to identify ergonomic risks are inexpensive and easy to use, they are seldom used in construction sites because they are time-consuming, subject to observer bias, and require well-trained analysts. To address these drawbacks, this paper proposes a vision-based method to automatically classify workers' postures for ergonomic assessment. Specifically, it proposes a vision-based method that eliminates the need to collect extensive training-image datasets by employing classification algorithms to learn diverse postures from virtual images, and then identifies those postures in real-world images. The experimental tests showed about 89% classification accuracy in automatically classifying diverse postures on images, confirming the usefulness of virtual training images for posture classification. The proposed method has potential for automated ergonomic risk analysis, and could help to prevent WMSDs during diverse occupational tasks. •A computer vision-based method for automated postural ergonomic risk assessment is proposed.•The method identifies risky postures on images by learning image patterns according to different body postures.•The method shows robust posture classification accuracy comparable with the accuracy attained by human observers. |
| ArticleNumber | 103725 |
| Author | Lee, SangHyun Seo, JoonOh |
| Author_xml | – sequence: 1 givenname: JoonOh surname: Seo fullname: Seo, JoonOh email: joonoh.seo@polyu.edu.hk organization: Department of Building and Real Estate, Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong – sequence: 2 givenname: SangHyun surname: Lee fullname: Lee, SangHyun organization: Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, United States |
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| Cites_doi | 10.1016/j.aei.2012.02.011 10.1080/001401399185388 10.1539/joh.41.183 10.1016/S0003-6870(01)00002-3 10.1061/(ASCE)CO.1943-7862.0000979 10.1016/0003-6870(94)90068-X 10.1080/00140139.2010.547603 10.1016/0003-6870(81)90088-0 10.1016/0003-6870(91)90009-7 10.1016/j.apergo.2010.10.001 10.1080/00140130118050 10.1016/j.ergon.2005.11.006 10.1109/6046.784465 10.1016/j.aei.2013.09.001 10.1080/09500340.2017.1380854 10.1093/occmed/kqi082 10.1109/TPAMI.2003.1251144 10.1109/LSP.2006.884014 10.1061/(ASCE)CO.1943-7862.0001849 10.1016/j.apergo.2005.08.004 10.1061/(ASCE)CP.1943-5487.0000400 10.1080/00140130120716 10.1016/j.aei.2017.11.001 10.1016/0003-6870(95)00078-X 10.1061/(ASCE)CP.1943-5487.0000827 10.1016/j.autcon.2016.11.007 10.1080/00140130310001653057 10.1016/j.ergon.2004.04.011 10.1016/j.autcon.2018.10.004 10.1016/j.autcon.2017.01.020 10.1061/(ASCE)CO.1943-7862.0001647 10.1001/jama.2012.39 10.1016/j.imavis.2009.11.014 10.1109/TIP.2002.801590 10.1016/j.autcon.2018.05.033 10.1016/0003-6870(77)90164-8 10.1109/JAS.2017.7510841 10.1061/(ASCE)CP.1943-5487.0000897 10.1080/001401399185874 10.1016/0003-6870(93)90172-6 10.1016/j.autcon.2012.08.003 10.1016/j.aei.2018.04.013 10.1016/j.cviu.2010.10.002 10.1061/(ASCE)0733-9364(1999)125:2(109) 10.1186/1471-2474-13-196 10.1016/j.autcon.2017.07.007 10.1108/CI-10-2015-0054 10.1016/S0003-6870(99)00039-3 10.1108/CI-05-2017-0048 10.1016/0003-6870(93)90080-S 10.1109/TIP.2010.2101613 10.1016/S0003-6870(98)00007-6 10.1016/j.jelekin.2003.09.015 |
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| Keywords | Work-related musculoskeletal disorders Ergonomic risk assessment Vision-based posture classification |
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| References | McAtamney, Corlett (bb0175) 1993; 24 Chalamala, Kumar (bb0345) 2016 Kumar (bb0150) 2001; 44 Barnich, Van Droogenbroeck (bb0295) 2011; 20 National Institute for Occupational Safety and Health (NIOSH) (bb0025) 2007 Chu, Han, Luo, Zhu (bb0255) 2020; 34 Buchholz, Paquet, Wellman, Forde (bb0205) 2003; 64 Yan, Li, Zhang, Rose (bb0075) 2018; 37 Cheng, Teizer, Migliaccio, Gatti (bb0260) 2013; 29 Janowitz, Gillen, Ryan, Rempel, Trupin, Swig, Blanc (bb0045) 2006; 37 Golparvar-Fard, Heydarian, Niebles (bb0120) 2013; 27 Ke, Peng, Liu, Li, Pei (bb0135) 2018; 65 Seo, Starbuck, Han, Lee, Armstrong (bb0060) 2015; 29 Hsu, Lin (bb0325) 2002; 13(2 Li, Buckle (bb0040) 1999; 42 Wang, Tan, Ning, Hu (bb0320) 2003; 25 Antwi-Afari, Li, Edwards, Pärn, Seo, Wong (bb0055) 2017; 83 Karhu, Härkönen, Sorvali, Vepsäläinen (bb0165) 1981; 12 Pransky, Snyder, Dembe, Himmelstein (bb0030) 1999; 42 Buchholz, Paquet, Punnett, Lee, Moir (bb0180) 1996; 27 Yan, Li, Li, Zhang (bb0070) 2017; 74 Antwi-Afari, Li, Edwards, Pärn, Owusu-Manu, Seo, Wong (bb0050) 2018; 18 Paquet, Punnett, Buchholz (bb0190) 2001; 32 Piccardi (bb0290) 2004; 4 Seo, Yin, Lee (bb0090) 2016; 2016 Weinland, Ronfard, Boyer (bb0285) 2011; 115 Genaidy, Al-Shedi, Karwowski (bb0160) 1994; 25 David (bb0155) 2005; 55 Lowe (bb0235) 2004; 47 Chiu, Kaelbling, Lozano-Pérez (bb0130) 2007, June Karwowski, Marras (bb0280) 1998 Dzeng, Watanabe (bb0230) 2018; 1 Antwi-Afari, Li, Yu, Kong (bb0085) 2018; 96 Seo, Alwasel, Lee, Abdel-Rahman, Haas (bb0240) 2017 Tak, Buchholz, Punnett, Moir, Paquet, Fulmer, Wegman (bb0225) 2011; 42 Punnett, Wegman (bb0035) 2004; 14 Chen, Qiu, Ahn (bb0245) 2017; 77 Mattila, Karwowski, Vilkki (bb0200) 1993; 24 Forde, Buchholz (bb0215) 2004; 34 Antwi-Afari, Li, Umer, Yu, Xing (bb0080) 2020; 146 Saurin, de Macedo Guimarães (bb0220) 2006; 36 Vailaya, Zhang, Yang, Liu, Jain (bb0365) 2002; 11 Tian, Li, Wang, Wang (bb0145) 2018; 5 Hignett, McAtamney (bb0185) 2000; 31 Nikolaev, Dvoryaninov, Lensky, Drozdovsky (bb0140) 2018; 1015 Yu, Yang, Li, Luo, Guo, Fang (bb0250) 2019; 145 Flegal, Carroll, Kit, Ogden (bb0340) 2012; 307 Demirel, Duffy (bb0275) 2007 Broggi, Bertozzi, Fascioli, Sechi (bb0310) 2000 Li, Lee (bb0210) 1999; 41 Liu, Han, Lee (bb0100) 2016; 16 Ray, Teizer (bb0105) 2012; 26 Burt, Punnett (bb0350) 1999; 30 Dong, Xu (bb0305) 2007; 14 Poppe (bb0125) 2010; 28 Karhu, Kansi, Kuorinka (bb0170) 1977; 8 Kreßel (bb0330) 1999 Elgammal, Harwood, Davis (bb0300) 2000 Yu, Farin, Krüger, Schiele (bb0270) 2010 Centers for Disease Control and Prevention (CDC) (bb0335) 2012 Everett (bb0010) 1999; 125 Center for Construction Research and Training (CPWR) (bb0015) 2018 Yu, Li, Umer, Dong, Yang, Skitmore, Wong (bb0265) 2019; 33 Spielholz, Silverstein, Morgan, Checkoway, Kaufman (bb0355) 2001; 44 Weir, Andrews, van Wyk, Callaghan (bb0360) 2011; 54 Boschman, van der Molen, Sluiter, Frings-Dresen (bb0005) 2012; 13 Garcia, Tziritas (bb0315) 1999; 1 Dzeng, Hsueh, Ho (bb0095) 2017 Zhang, Yan, Li (bb0115) 2018; 94 Kivi, Mattila (bb0195) 1991; 22 Yan, Li, Wang, Seo, Zhang, Wang (bb0110) 2017; 34 Occupational Safety and Health Branch (OSH) (bb0020) 2017 Wang, Dai, Ning (bb0065) 2015; 141 Karwowski (10.1016/j.autcon.2021.103725_bb0280) 1998 Seo (10.1016/j.autcon.2021.103725_bb0090) 2016; 2016 Nikolaev (10.1016/j.autcon.2021.103725_bb0140) 2018; 1015 National Institute for Occupational Safety and Health (NIOSH) (10.1016/j.autcon.2021.103725_bb0025) Hignett (10.1016/j.autcon.2021.103725_bb0185) 2000; 31 Genaidy (10.1016/j.autcon.2021.103725_bb0160) 1994; 25 Poppe (10.1016/j.autcon.2021.103725_bb0125) 2010; 28 Everett (10.1016/j.autcon.2021.103725_bb0010) 1999; 125 Antwi-Afari (10.1016/j.autcon.2021.103725_bb0050) 2018; 18 Liu (10.1016/j.autcon.2021.103725_bb0100) 2016; 16 Elgammal (10.1016/j.autcon.2021.103725_bb0300) 2000 Yan (10.1016/j.autcon.2021.103725_bb0075) 2018; 37 Mattila (10.1016/j.autcon.2021.103725_bb0200) 1993; 24 Wang (10.1016/j.autcon.2021.103725_bb0320) 2003; 25 Center for Construction Research and Training (CPWR) (10.1016/j.autcon.2021.103725_bb0015) Kivi (10.1016/j.autcon.2021.103725_bb0195) 1991; 22 Centers for Disease Control and Prevention (CDC) (10.1016/j.autcon.2021.103725_bb0335) Wang (10.1016/j.autcon.2021.103725_bb0065) 2015; 141 Tak (10.1016/j.autcon.2021.103725_bb0225) 2011; 42 Zhang (10.1016/j.autcon.2021.103725_bb0115) 2018; 94 Li (10.1016/j.autcon.2021.103725_bb0210) 1999; 41 Weir (10.1016/j.autcon.2021.103725_bb0360) 2011; 54 Yu (10.1016/j.autcon.2021.103725_bb0270) 2010 Garcia (10.1016/j.autcon.2021.103725_bb0315) 1999; 1 Yan (10.1016/j.autcon.2021.103725_bb0110) 2017; 34 Broggi (10.1016/j.autcon.2021.103725_bb0310) 2000 Buchholz (10.1016/j.autcon.2021.103725_bb0205) 2003; 64 Chu (10.1016/j.autcon.2021.103725_bb0255) 2020; 34 Weinland (10.1016/j.autcon.2021.103725_bb0285) 2011; 115 Antwi-Afari (10.1016/j.autcon.2021.103725_bb0080) 2020; 146 Tian (10.1016/j.autcon.2021.103725_bb0145) 2018; 5 Chiu (10.1016/j.autcon.2021.103725_bb0130) 2007 Barnich (10.1016/j.autcon.2021.103725_bb0295) 2011; 20 Dong (10.1016/j.autcon.2021.103725_bb0305) 2007; 14 Ray (10.1016/j.autcon.2021.103725_bb0105) 2012; 26 Vailaya (10.1016/j.autcon.2021.103725_bb0365) 2002; 11 Karhu (10.1016/j.autcon.2021.103725_bb0165) 1981; 12 Seo (10.1016/j.autcon.2021.103725_bb0240) 2017 Chalamala (10.1016/j.autcon.2021.103725_bb0345) 2016 Antwi-Afari (10.1016/j.autcon.2021.103725_bb0055) 2017; 83 Lowe (10.1016/j.autcon.2021.103725_bb0235) 2004; 47 Paquet (10.1016/j.autcon.2021.103725_bb0190) 2001; 32 Flegal (10.1016/j.autcon.2021.103725_bb0340) 2012; 307 Buchholz (10.1016/j.autcon.2021.103725_bb0180) 1996; 27 Occupational Safety and Health Branch (OSH) (10.1016/j.autcon.2021.103725_bb0020) 2017 Kumar (10.1016/j.autcon.2021.103725_bb0150) 2001; 44 McAtamney (10.1016/j.autcon.2021.103725_bb0175) 1993; 24 Seo (10.1016/j.autcon.2021.103725_bb0060) 2015; 29 Kreßel (10.1016/j.autcon.2021.103725_bb0330) 1999 Burt (10.1016/j.autcon.2021.103725_bb0350) 1999; 30 Dzeng (10.1016/j.autcon.2021.103725_bb0230) 2018; 1 Punnett (10.1016/j.autcon.2021.103725_bb0035) 2004; 14 Ke (10.1016/j.autcon.2021.103725_bb0135) 2018; 65 Dzeng (10.1016/j.autcon.2021.103725_bb0095) 2017 Forde (10.1016/j.autcon.2021.103725_bb0215) 2004; 34 Boschman (10.1016/j.autcon.2021.103725_bb0005) 2012; 13 Antwi-Afari (10.1016/j.autcon.2021.103725_bb0085) 2018; 96 Yan (10.1016/j.autcon.2021.103725_bb0070) 2017; 74 Demirel (10.1016/j.autcon.2021.103725_bb0275) 2007 Yu (10.1016/j.autcon.2021.103725_bb0250) 2019; 145 Li (10.1016/j.autcon.2021.103725_bb0040) 1999; 42 David (10.1016/j.autcon.2021.103725_bb0155) 2005; 55 Golparvar-Fard (10.1016/j.autcon.2021.103725_bb0120) 2013; 27 Karhu (10.1016/j.autcon.2021.103725_bb0170) 1977; 8 Saurin (10.1016/j.autcon.2021.103725_bb0220) 2006; 36 Yu (10.1016/j.autcon.2021.103725_bb0265) 2019; 33 Pransky (10.1016/j.autcon.2021.103725_bb0030) 1999; 42 Hsu (10.1016/j.autcon.2021.103725_bb0325) 2002; 13(2 Chen (10.1016/j.autcon.2021.103725_bb0245) 2017; 77 Piccardi (10.1016/j.autcon.2021.103725_bb0290) 2004; 4 Janowitz (10.1016/j.autcon.2021.103725_bb0045) 2006; 37 Cheng (10.1016/j.autcon.2021.103725_bb0260) 2013; 29 Spielholz (10.1016/j.autcon.2021.103725_bb0355) 2001; 44 |
| References_xml | – volume: 31 start-page: 201 year: 2000 end-page: 205 ident: bb0185 article-title: Rapid entire body assessment (REBA) publication-title: Appl. Ergon. – volume: 5 start-page: 539 year: 2018 end-page: 546 ident: bb0145 article-title: Training and testing object detectors with virtual images publication-title: IEEE/CAA J. Automat. Sin. – volume: 94 start-page: 1 year: 2018 end-page: 10 ident: bb0115 article-title: Ergonomic posture recognition using 3D view-invariant features from single ordinary camera publication-title: Autom. Constr. – volume: 29 start-page: 24 year: 2013 end-page: 39 ident: bb0260 article-title: Automated task-level activity analysis through fusion of real time location sensors and worker’s thoracic posture data publication-title: Autom. Constr. – volume: 2016 start-page: 809 year: 2016 end-page: 818 ident: bb0090 article-title: Automated postural ergonomic assessment using a computer vision-based posture classification publication-title: Construct. Res. Congress – volume: 37 start-page: 31 year: 2018 end-page: 41 ident: bb0075 article-title: Personalized method for self-management of trunk postural ergonomic hazards in construction rebar ironwork publication-title: Adv. Eng. Inform. – volume: 16 start-page: 348 year: 2016 end-page: 367 ident: bb0100 article-title: Tracking-based 3D human skeleton extraction from stereo video camera toward an on-site safety and ergonomic analysis publication-title: Constr. Innov. – volume: 22 start-page: 43 year: 1991 end-page: 48 ident: bb0195 article-title: Analysis and improvement of work postures in the building industry: application of the computerised OWAS method publication-title: Appl. Ergon. – volume: 32 start-page: 215 year: 2001 end-page: 224 ident: bb0190 article-title: Validity of fixed-interval observations for postural assessment in construction work publication-title: Appl. Ergon. – volume: 14 start-page: 13 year: 2004 end-page: 23 ident: bb0035 article-title: Work-related musculoskeletal disorders: the epidemiologic evidence and the debate publication-title: J. Electromyogr. Kinesiol. – volume: 83 start-page: 41 year: 2017 end-page: 47 ident: bb0055 article-title: Biomechanical analysis of risk factors for work-related musculoskeletal disorders during repetitive lifting task in construction workers publication-title: Autom. Constr. – volume: 26 start-page: 439 year: 2012 end-page: 455 ident: bb0105 article-title: Real-time construction worker posture analysis for ergonomics training publication-title: Adv. Eng. Inform. – volume: 25 start-page: 1505 year: 2003 end-page: 1518 ident: bb0320 article-title: Silhouette analysis-based gait recognition for human identification publication-title: IEEE Trans. Pattern Anal. Mach. Intell. – volume: 96 start-page: 433 year: 2018 end-page: 441 ident: bb0085 article-title: Wearable insole pressure system for automated detection and classification of awkward working postures in construction workers publication-title: Autom. Constr. – volume: 77 start-page: 67 year: 2017 end-page: 81 ident: bb0245 article-title: Construction worker’s awkward posture recognition through supervised motion tensor decomposition publication-title: Autom. Constr. – year: 2007 ident: bb0025 article-title: Simple Solutions: Ergonomics for Construction Workers, DHHS (NIOSH) Publication No. 2007–122 – volume: 55 start-page: 190 year: 2005 end-page: 199 ident: bb0155 article-title: Ergonomic methods for assessing exposure to risk factors for work-related musculoskeletal disorders publication-title: Occup. Med. – volume: 33 year: 2019 ident: bb0265 article-title: Automatic biomechanical workload estimation for construction workers by computer vision and smart insoles publication-title: J. Comput. Civ. Eng. – start-page: 1 year: 2017 end-page: 19 ident: bb0240 article-title: A comparative study of in-field motion capture approaches for body kinematics measurement in construction publication-title: Robotica – volume: 64 start-page: 243 year: 2003 end-page: 250 ident: bb0205 article-title: Quantification of ergonomic hazards for ironworkers performing concrete reinforcement tasks during heavy highway construction publication-title: J. Occup. Environ. Hyg. – start-page: 824 year: 2007 end-page: 832 ident: bb0275 article-title: Applications of digital human modeling in industry publication-title: International Conference on Digital Human Modeling (ICDHM 2007) – volume: 18 start-page: 206 year: 2018 end-page: 226 ident: bb0050 article-title: Identification of potential biomechanical risk factors for low back disorders during repetitive rebar lifting publication-title: Constr. Innov. – year: 2012 ident: bb0335 article-title: Anthropometric Reference Data for Children and Adults: United States, 2007–2010 – volume: 42 start-page: 674 year: 1999 end-page: 695 ident: bb0040 article-title: Current techniques for assessing physical exposure to work-related musculoskeletal risks, with emphasis on posture-based methods publication-title: Ergonomics – volume: 307 start-page: 491 year: 2012 end-page: 497 ident: bb0340 article-title: Prevalence of obesity and trends in the distribution of body mass index among US adults, 1999-2010 publication-title: J. Am. Med. Assoc. – volume: 1015 year: 2018 ident: bb0140 article-title: Using virtual data for training deep model for hand gesture recognition publication-title: J. Phys. Conf. Ser. – volume: 8 start-page: 199 year: 1977 end-page: 201 ident: bb0170 article-title: Correcting working postures in industry: a practical method for analysis publication-title: Appl. Ergon. – start-page: 751 year: 2000 end-page: 767 ident: bb0300 article-title: Non-parametric model for background subtraction publication-title: European Conference on Computer Vision (ECCV 2000) – year: 2018 ident: bb0015 article-title: The Construction Chart Book: The U.S. Construction Industry and Its Workers (Sixth Edition) – volume: 30 start-page: 121 year: 1999 end-page: 135 ident: bb0350 article-title: Evaluation of interrater reliability for posture observations in a field study publication-title: Appl. Ergon. – year: 2017 ident: bb0020 article-title: Occupational Safety and Health Statistics 2017 – volume: 4 start-page: 3099 year: 2004 end-page: 3104 ident: bb0290 article-title: Background subtraction techniques: a review publication-title: 2004 IEEE International Conference on Systems, Man and Cybernetics – volume: 146 year: 2020 ident: bb0080 article-title: Construction activity recognition and ergonomic risk assessment using a wearable insole pressure system publication-title: J. Constr. Eng. Manag. – volume: 145 year: 2019 ident: bb0250 article-title: Joint-level vision-based ergonomic assessment tool for construction workers publication-title: J. Constr. Eng. Manag. – volume: 13 year: 2012 ident: bb0005 article-title: Musculoskeletal disorders among construction workers: a one-year follow-up study publication-title: BMC Musculoskelet. Disord. – volume: 11 start-page: 746 year: 2002 end-page: 755 ident: bb0365 article-title: Automatic image orientation detection publication-title: IEEE Trans. Image Process. – volume: 28 start-page: 976 year: 2010 end-page: 990 ident: bb0125 article-title: A survey on vision-based human action recognition publication-title: Image Vis. Comput. – start-page: 255 year: 1999 end-page: 268 ident: bb0330 article-title: Pairwise classification and support vector machines publication-title: Advances in Kernel Methods: Support Vector Learning – year: 1998 ident: bb0280 article-title: The Occupational Ergonomics Handbook – volume: 1 start-page: 48 year: 2018 end-page: 54 ident: bb0230 article-title: Applications of ICTs and action recognition for construction workers publication-title: Trends Civil Eng. Architect. – start-page: 215 year: 2000 end-page: 220 ident: bb0310 article-title: Shape-based pedestrian detection publication-title: IEEE Intelligent Vehicles Symposium – volume: 37 start-page: 641 year: 2006 end-page: 658 ident: bb0045 article-title: Measuring the physical demands of work in hospital settings: design and implementation of an ergonomics assessment publication-title: Appl. Ergon. – volume: 27 start-page: 177 year: 1996 end-page: 187 ident: bb0180 article-title: PATH: a work sampling-based approach to ergonomic job analysis for construction and other non-repetitive work publication-title: Appl. Ergon. – volume: 141 year: 2015 ident: bb0065 article-title: Risk assessment of work-related musculoskeletal disorders in construction: state-of-the-art review publication-title: J. Constr. Eng. Manag. – volume: 44 start-page: 17 year: 2001 end-page: 47 ident: bb0150 article-title: Theories of musculoskeletal injury causation publication-title: Ergonomics – volume: 42 start-page: 171 year: 1999 end-page: 182 ident: bb0030 article-title: Under-reporting of work-related disorders in the workplace: a case study and review of the literature publication-title: Ergonomics – volume: 34 year: 2020 ident: bb0255 article-title: Monocular vision–based framework for biomechanical analysis or ergonomic posture assessment in modular construction publication-title: J. Comput. Civ. Eng. – start-page: 1027 year: 2017 end-page: 1031 ident: bb0095 article-title: Automated posture assessment for construction workers publication-title: 40th IEEE International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO) – volume: 13(2 start-page: 415 year: 2002 end-page: 425 ident: bb0325 article-title: A comparison of methods for multiclass support vector machines publication-title: IEEE Transactions on Neural Networks – volume: 20 start-page: 1709 year: 2011 end-page: 1724 ident: bb0295 article-title: ViBe: a universal background subtraction algorithm for video sequences publication-title: IEEE Trans. Image Process. – volume: 25 start-page: 77 year: 1994 end-page: 87 ident: bb0160 article-title: Postural stress analysis in industry publication-title: Appl. Ergon. – start-page: 1 year: 2007, June end-page: 8 ident: bb0130 article-title: Virtual training for multi-view object class recognition publication-title: 2007 IEEE Conference on Computer Vision and Pattern Recognition – volume: 42 start-page: 665 year: 2011 end-page: 671 ident: bb0225 article-title: Physical ergonomic hazards in highway tunnel construction: overview from the Construction Occupational Health Program publication-title: Appl. Ergon. – volume: 125 start-page: 109 year: 1999 end-page: 114 ident: bb0010 article-title: Overexertion injuries in construction publication-title: J. Constr. Eng. Manag. – volume: 29 year: 2015 ident: bb0060 article-title: Motion-data–driven biomechanical analysis during construction tasks on sites publication-title: J. Comput. Civil Eng. – volume: 65 start-page: 367 year: 2018 end-page: 380 ident: bb0135 article-title: Face recognition based on symmetrical virtual image and original training image publication-title: J. Mod. Opt. – volume: 24 start-page: 405 year: 1993 end-page: 412 ident: bb0200 article-title: Analysis of working postures in hammering tasks on building construction sites using the computerized OWAS method publication-title: Appl. Ergon. – volume: 115 start-page: 224 year: 2011 end-page: 241 ident: bb0285 article-title: A survey of vision-based methods for action representation, segmentation and recognition publication-title: Comput. Vis. Image Underst. – volume: 34 start-page: 319 year: 2004 end-page: 333 ident: bb0215 article-title: Task content and physical ergonomic risk factors in construction ironwork publication-title: Int. J. Ind. Ergon. – volume: 41 start-page: 183 year: 1999 end-page: 190 ident: bb0210 article-title: Postural analysis of four jobs on two building construction sites: an experience of using the OWAS method in Taiwan publication-title: J. Occup. Health – volume: 27 start-page: 652 year: 2013 end-page: 663 ident: bb0120 article-title: Vision-based action recognition of earthmoving equipment using spatio-temporal features and support vector machine classifiers publication-title: Adv. Eng. Inform. – volume: 74 start-page: 2 year: 2017 end-page: 11 ident: bb0070 article-title: Wearable IMU-based real-time motion warning system for construction workers’ musculoskeletal disorders prevention publication-title: Autom. Constr. – volume: 34 start-page: 152 year: 2017 end-page: 163 ident: bb0110 article-title: Development of ergonomic posture recognition technique based on 2D ordinary camera for construction hazard prevention through view-invariant features in 2D skeleton motion publication-title: Adv. Eng. Inform. – volume: 36 start-page: 229 year: 2006 end-page: 237 ident: bb0220 article-title: Ergonomic assessment of suspended scaffolds publication-title: Int. J. Ind. Ergon. – volume: 47 start-page: 527 year: 2004 end-page: 554 ident: bb0235 article-title: Accuracy and validity of observational estimates of wrist and forearm posture publication-title: Ergonomics – volume: 1 start-page: 264 year: 1999 end-page: 277 ident: bb0315 article-title: Face detection using quantized skin color regions merging and wavelet packet analysis publication-title: IEEE Trans. Multimedia – volume: 44 start-page: 588 year: 2001 end-page: 613 ident: bb0355 article-title: Comparison of self-report, video observation and direct measurement methods for upper extremity musculoskeletal disorder physical risk factors publication-title: Ergonomics – start-page: 185 year: 2016 end-page: 190 ident: bb0345 article-title: A probabilistic approach for human action recognition using motion trajectories publication-title: 7th International Conference on Intelligent Systems, Modelling and Simulation (ISMS) – volume: 54 start-page: 197 year: 2011 end-page: 205 ident: bb0360 article-title: The influence of training on decision times and errors associated with classifying trunk postures using video-based posture assessment methods publication-title: Ergonomics – volume: 24 start-page: 91 year: 1993 end-page: 99 ident: bb0175 article-title: RULA: a survey method for the investigation of work-related upper limb disorders publication-title: Appl. Ergon. – start-page: 3477 year: 2010 end-page: 3480 ident: bb0270 article-title: Improving person detection using synthetic training data publication-title: 2010 IEEE International Conference on Image Processing – volume: 14 start-page: 193 year: 2007 end-page: 196 ident: bb0305 article-title: A new directional weighted median filter for removal of random-valued impulse noise publication-title: IEEE Signal Process. Lett. – volume: 12 start-page: 13 year: 1981 end-page: 17 ident: bb0165 article-title: Observing working postures in industry: examples of OWAS application publication-title: Appl. Ergon. – volume: 26 start-page: 439 issue: 2 year: 2012 ident: 10.1016/j.autcon.2021.103725_bb0105 article-title: Real-time construction worker posture analysis for ergonomics training publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2012.02.011 – volume: 42 start-page: 674 issue: 5 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0040 article-title: Current techniques for assessing physical exposure to work-related musculoskeletal risks, with emphasis on posture-based methods publication-title: Ergonomics doi: 10.1080/001401399185388 – volume: 41 start-page: 183 issue: 3 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0210 article-title: Postural analysis of four jobs on two building construction sites: an experience of using the OWAS method in Taiwan publication-title: J. Occup. Health doi: 10.1539/joh.41.183 – volume: 32 start-page: 215 issue: 3 year: 2001 ident: 10.1016/j.autcon.2021.103725_bb0190 article-title: Validity of fixed-interval observations for postural assessment in construction work publication-title: Appl. Ergon. doi: 10.1016/S0003-6870(01)00002-3 – volume: 141 issue: 6 year: 2015 ident: 10.1016/j.autcon.2021.103725_bb0065 article-title: Risk assessment of work-related musculoskeletal disorders in construction: state-of-the-art review publication-title: J. Constr. Eng. Manag. doi: 10.1061/(ASCE)CO.1943-7862.0000979 – ident: 10.1016/j.autcon.2021.103725_bb0015 – volume: 25 start-page: 77 issue: 2 year: 1994 ident: 10.1016/j.autcon.2021.103725_bb0160 article-title: Postural stress analysis in industry publication-title: Appl. Ergon. doi: 10.1016/0003-6870(94)90068-X – volume: 54 start-page: 197 issue: 2 year: 2011 ident: 10.1016/j.autcon.2021.103725_bb0360 article-title: The influence of training on decision times and errors associated with classifying trunk postures using video-based posture assessment methods publication-title: Ergonomics doi: 10.1080/00140139.2010.547603 – volume: 12 start-page: 13 issue: 1 year: 1981 ident: 10.1016/j.autcon.2021.103725_bb0165 article-title: Observing working postures in industry: examples of OWAS application publication-title: Appl. Ergon. doi: 10.1016/0003-6870(81)90088-0 – volume: 22 start-page: 43 issue: 1 year: 1991 ident: 10.1016/j.autcon.2021.103725_bb0195 article-title: Analysis and improvement of work postures in the building industry: application of the computerised OWAS method publication-title: Appl. Ergon. doi: 10.1016/0003-6870(91)90009-7 – volume: 42 start-page: 665 issue: 5 year: 2011 ident: 10.1016/j.autcon.2021.103725_bb0225 article-title: Physical ergonomic hazards in highway tunnel construction: overview from the Construction Occupational Health Program publication-title: Appl. Ergon. doi: 10.1016/j.apergo.2010.10.001 – volume: 44 start-page: 588 issue: 6 year: 2001 ident: 10.1016/j.autcon.2021.103725_bb0355 article-title: Comparison of self-report, video observation and direct measurement methods for upper extremity musculoskeletal disorder physical risk factors publication-title: Ergonomics doi: 10.1080/00140130118050 – volume: 36 start-page: 229 issue: 3 year: 2006 ident: 10.1016/j.autcon.2021.103725_bb0220 article-title: Ergonomic assessment of suspended scaffolds publication-title: Int. J. Ind. Ergon. doi: 10.1016/j.ergon.2005.11.006 – volume: 1 start-page: 264 issue: 3 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0315 article-title: Face detection using quantized skin color regions merging and wavelet packet analysis publication-title: IEEE Trans. Multimedia doi: 10.1109/6046.784465 – start-page: 824 year: 2007 ident: 10.1016/j.autcon.2021.103725_bb0275 article-title: Applications of digital human modeling in industry – volume: 27 start-page: 652 issue: 4 year: 2013 ident: 10.1016/j.autcon.2021.103725_bb0120 article-title: Vision-based action recognition of earthmoving equipment using spatio-temporal features and support vector machine classifiers publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2013.09.001 – volume: 65 start-page: 367 issue: 4 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0135 article-title: Face recognition based on symmetrical virtual image and original training image publication-title: J. Mod. Opt. doi: 10.1080/09500340.2017.1380854 – volume: 55 start-page: 190 issue: 3 year: 2005 ident: 10.1016/j.autcon.2021.103725_bb0155 article-title: Ergonomic methods for assessing exposure to risk factors for work-related musculoskeletal disorders publication-title: Occup. Med. doi: 10.1093/occmed/kqi082 – volume: 25 start-page: 1505 issue: 12 year: 2003 ident: 10.1016/j.autcon.2021.103725_bb0320 article-title: Silhouette analysis-based gait recognition for human identification publication-title: IEEE Trans. Pattern Anal. Mach. Intell. doi: 10.1109/TPAMI.2003.1251144 – start-page: 1 year: 2007 ident: 10.1016/j.autcon.2021.103725_bb0130 article-title: Virtual training for multi-view object class recognition – volume: 14 start-page: 193 issue: 3 year: 2007 ident: 10.1016/j.autcon.2021.103725_bb0305 article-title: A new directional weighted median filter for removal of random-valued impulse noise publication-title: IEEE Signal Process. Lett. doi: 10.1109/LSP.2006.884014 – volume: 146 issue: 7 year: 2020 ident: 10.1016/j.autcon.2021.103725_bb0080 article-title: Construction activity recognition and ergonomic risk assessment using a wearable insole pressure system publication-title: J. Constr. Eng. Manag. doi: 10.1061/(ASCE)CO.1943-7862.0001849 – volume: 1015 issue: 4 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0140 article-title: Using virtual data for training deep model for hand gesture recognition publication-title: J. Phys. Conf. Ser. – volume: 1 start-page: 48 issue: 3 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0230 article-title: Applications of ICTs and action recognition for construction workers publication-title: Trends Civil Eng. Architect. – ident: 10.1016/j.autcon.2021.103725_bb0335 – volume: 37 start-page: 641 issue: 5 year: 2006 ident: 10.1016/j.autcon.2021.103725_bb0045 article-title: Measuring the physical demands of work in hospital settings: design and implementation of an ergonomics assessment publication-title: Appl. Ergon. doi: 10.1016/j.apergo.2005.08.004 – volume: 29 issue: 4 year: 2015 ident: 10.1016/j.autcon.2021.103725_bb0060 article-title: Motion-data–driven biomechanical analysis during construction tasks on sites publication-title: J. Comput. Civil Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000400 – volume: 4 start-page: 3099 year: 2004 ident: 10.1016/j.autcon.2021.103725_bb0290 article-title: Background subtraction techniques: a review – volume: 44 start-page: 17 issue: 1 year: 2001 ident: 10.1016/j.autcon.2021.103725_bb0150 article-title: Theories of musculoskeletal injury causation publication-title: Ergonomics doi: 10.1080/00140130120716 – volume: 34 start-page: 152 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0110 article-title: Development of ergonomic posture recognition technique based on 2D ordinary camera for construction hazard prevention through view-invariant features in 2D skeleton motion publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2017.11.001 – volume: 27 start-page: 177 issue: 3 year: 1996 ident: 10.1016/j.autcon.2021.103725_bb0180 article-title: PATH: a work sampling-based approach to ergonomic job analysis for construction and other non-repetitive work publication-title: Appl. Ergon. doi: 10.1016/0003-6870(95)00078-X – ident: 10.1016/j.autcon.2021.103725_bb0025 – volume: 33 issue: 3 year: 2019 ident: 10.1016/j.autcon.2021.103725_bb0265 article-title: Automatic biomechanical workload estimation for construction workers by computer vision and smart insoles publication-title: J. Comput. Civ. Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000827 – volume: 74 start-page: 2 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0070 article-title: Wearable IMU-based real-time motion warning system for construction workers’ musculoskeletal disorders prevention publication-title: Autom. Constr. doi: 10.1016/j.autcon.2016.11.007 – volume: 47 start-page: 527 issue: 5 year: 2004 ident: 10.1016/j.autcon.2021.103725_bb0235 article-title: Accuracy and validity of observational estimates of wrist and forearm posture publication-title: Ergonomics doi: 10.1080/00140130310001653057 – start-page: 751 year: 2000 ident: 10.1016/j.autcon.2021.103725_bb0300 article-title: Non-parametric model for background subtraction – volume: 34 start-page: 319 issue: 4 year: 2004 ident: 10.1016/j.autcon.2021.103725_bb0215 article-title: Task content and physical ergonomic risk factors in construction ironwork publication-title: Int. J. Ind. Ergon. doi: 10.1016/j.ergon.2004.04.011 – volume: 96 start-page: 433 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0085 article-title: Wearable insole pressure system for automated detection and classification of awkward working postures in construction workers publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.10.004 – volume: 77 start-page: 67 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0245 article-title: Construction worker’s awkward posture recognition through supervised motion tensor decomposition publication-title: Autom. Constr. doi: 10.1016/j.autcon.2017.01.020 – year: 1998 ident: 10.1016/j.autcon.2021.103725_bb0280 – volume: 145 issue: 5 year: 2019 ident: 10.1016/j.autcon.2021.103725_bb0250 article-title: Joint-level vision-based ergonomic assessment tool for construction workers publication-title: J. Constr. Eng. Manag. doi: 10.1061/(ASCE)CO.1943-7862.0001647 – volume: 307 start-page: 491 issue: 5 year: 2012 ident: 10.1016/j.autcon.2021.103725_bb0340 article-title: Prevalence of obesity and trends in the distribution of body mass index among US adults, 1999-2010 publication-title: J. Am. Med. Assoc. doi: 10.1001/jama.2012.39 – volume: 28 start-page: 976 issue: 6 year: 2010 ident: 10.1016/j.autcon.2021.103725_bb0125 article-title: A survey on vision-based human action recognition publication-title: Image Vis. Comput. doi: 10.1016/j.imavis.2009.11.014 – volume: 11 start-page: 746 issue: 7 year: 2002 ident: 10.1016/j.autcon.2021.103725_bb0365 article-title: Automatic image orientation detection publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2002.801590 – volume: 94 start-page: 1 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0115 article-title: Ergonomic posture recognition using 3D view-invariant features from single ordinary camera publication-title: Autom. Constr. doi: 10.1016/j.autcon.2018.05.033 – year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0020 – volume: 8 start-page: 199 issue: 4 year: 1977 ident: 10.1016/j.autcon.2021.103725_bb0170 article-title: Correcting working postures in industry: a practical method for analysis publication-title: Appl. Ergon. doi: 10.1016/0003-6870(77)90164-8 – volume: 5 start-page: 539 issue: 2 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0145 article-title: Training and testing object detectors with virtual images publication-title: IEEE/CAA J. Automat. Sin. doi: 10.1109/JAS.2017.7510841 – volume: 2016 start-page: 809 year: 2016 ident: 10.1016/j.autcon.2021.103725_bb0090 article-title: Automated postural ergonomic assessment using a computer vision-based posture classification publication-title: Construct. Res. Congress – volume: 34 issue: 4 year: 2020 ident: 10.1016/j.autcon.2021.103725_bb0255 article-title: Monocular vision–based framework for biomechanical analysis or ergonomic posture assessment in modular construction publication-title: J. Comput. Civ. Eng. doi: 10.1061/(ASCE)CP.1943-5487.0000897 – volume: 42 start-page: 171 issue: 1 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0030 article-title: Under-reporting of work-related disorders in the workplace: a case study and review of the literature publication-title: Ergonomics doi: 10.1080/001401399185874 – volume: 24 start-page: 405 issue: 6 year: 1993 ident: 10.1016/j.autcon.2021.103725_bb0200 article-title: Analysis of working postures in hammering tasks on building construction sites using the computerized OWAS method publication-title: Appl. Ergon. doi: 10.1016/0003-6870(93)90172-6 – volume: 29 start-page: 24 year: 2013 ident: 10.1016/j.autcon.2021.103725_bb0260 article-title: Automated task-level activity analysis through fusion of real time location sensors and worker’s thoracic posture data publication-title: Autom. Constr. doi: 10.1016/j.autcon.2012.08.003 – volume: 37 start-page: 31 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0075 article-title: Personalized method for self-management of trunk postural ergonomic hazards in construction rebar ironwork publication-title: Adv. Eng. Inform. doi: 10.1016/j.aei.2018.04.013 – start-page: 3477 year: 2010 ident: 10.1016/j.autcon.2021.103725_bb0270 article-title: Improving person detection using synthetic training data – volume: 115 start-page: 224 issue: 2 year: 2011 ident: 10.1016/j.autcon.2021.103725_bb0285 article-title: A survey of vision-based methods for action representation, segmentation and recognition publication-title: Comput. Vis. Image Underst. doi: 10.1016/j.cviu.2010.10.002 – volume: 125 start-page: 109 issue: 2 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0010 article-title: Overexertion injuries in construction publication-title: J. Constr. Eng. Manag. doi: 10.1061/(ASCE)0733-9364(1999)125:2(109) – volume: 13 issue: 1 year: 2012 ident: 10.1016/j.autcon.2021.103725_bb0005 article-title: Musculoskeletal disorders among construction workers: a one-year follow-up study publication-title: BMC Musculoskelet. Disord. doi: 10.1186/1471-2474-13-196 – volume: 83 start-page: 41 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0055 article-title: Biomechanical analysis of risk factors for work-related musculoskeletal disorders during repetitive lifting task in construction workers publication-title: Autom. Constr. doi: 10.1016/j.autcon.2017.07.007 – volume: 16 start-page: 348 issue: 3 year: 2016 ident: 10.1016/j.autcon.2021.103725_bb0100 article-title: Tracking-based 3D human skeleton extraction from stereo video camera toward an on-site safety and ergonomic analysis publication-title: Constr. Innov. doi: 10.1108/CI-10-2015-0054 – volume: 31 start-page: 201 issue: 2 year: 2000 ident: 10.1016/j.autcon.2021.103725_bb0185 article-title: Rapid entire body assessment (REBA) publication-title: Appl. Ergon. doi: 10.1016/S0003-6870(99)00039-3 – volume: 18 start-page: 206 issue: 2 year: 2018 ident: 10.1016/j.autcon.2021.103725_bb0050 article-title: Identification of potential biomechanical risk factors for low back disorders during repetitive rebar lifting publication-title: Constr. Innov. doi: 10.1108/CI-05-2017-0048 – volume: 24 start-page: 91 issue: 2 year: 1993 ident: 10.1016/j.autcon.2021.103725_bb0175 article-title: RULA: a survey method for the investigation of work-related upper limb disorders publication-title: Appl. Ergon. doi: 10.1016/0003-6870(93)90080-S – volume: 20 start-page: 1709 issue: 6 year: 2011 ident: 10.1016/j.autcon.2021.103725_bb0295 article-title: ViBe: a universal background subtraction algorithm for video sequences publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2010.2101613 – volume: 64 start-page: 243 issue: 2 year: 2003 ident: 10.1016/j.autcon.2021.103725_bb0205 article-title: Quantification of ergonomic hazards for ironworkers performing concrete reinforcement tasks during heavy highway construction publication-title: J. Occup. Environ. Hyg. – start-page: 215 year: 2000 ident: 10.1016/j.autcon.2021.103725_bb0310 article-title: Shape-based pedestrian detection – volume: 30 start-page: 121 issue: 2 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0350 article-title: Evaluation of interrater reliability for posture observations in a field study publication-title: Appl. Ergon. doi: 10.1016/S0003-6870(98)00007-6 – volume: 14 start-page: 13 issue: 1 year: 2004 ident: 10.1016/j.autcon.2021.103725_bb0035 article-title: Work-related musculoskeletal disorders: the epidemiologic evidence and the debate publication-title: J. Electromyogr. Kinesiol. doi: 10.1016/j.jelekin.2003.09.015 – start-page: 1 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0240 article-title: A comparative study of in-field motion capture approaches for body kinematics measurement in construction publication-title: Robotica – volume: 13(2 start-page: 415 year: 2002 ident: 10.1016/j.autcon.2021.103725_bb0325 article-title: A comparison of methods for multiclass support vector machines – start-page: 255 year: 1999 ident: 10.1016/j.autcon.2021.103725_bb0330 article-title: Pairwise classification and support vector machines – start-page: 185 year: 2016 ident: 10.1016/j.autcon.2021.103725_bb0345 article-title: A probabilistic approach for human action recognition using motion trajectories – start-page: 1027 year: 2017 ident: 10.1016/j.autcon.2021.103725_bb0095 article-title: Automated posture assessment for construction workers |
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| SubjectTerms | Algorithms Automation Classification Construction industry Construction sites Ergonomic risk assessment Identification methods Image classification Risk analysis Risk assessment Training Vision-based posture classification Work-related musculoskeletal disorders |
| Title | Automated postural ergonomic risk assessment using vision-based posture classification |
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