{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T05:32:45Z","timestamp":1773293565836,"version":"3.50.1"},"publisher-location":"Cham","reference-count":32,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030197377","type":"print"},{"value":"9783030197384","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,5,8]],"date-time":"2019-05-08T00:00:00Z","timestamp":1557273600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-19738-4_2","type":"book-chapter","created":{"date-parts":[[2019,5,7]],"date-time":"2019-05-07T15:53:35Z","timestamp":1557244415000},"page":"11-20","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":21,"title":["Computer Vision Methods for Non-destructive Quality Assessment in Additive Manufacturing"],"prefix":"10.1007","author":[{"given":"Krzysztof","family":"Okarma","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaros\u0142aw","family":"Fastowicz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,5,8]]},"reference":[{"issue":"12","key":"2_CR1","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1007\/s10762-014-0113-9","volume":"35","author":"SF Busch","year":"2014","unstructured":"Busch SF, Weidenbach M, Fey M, Sch\u00e4fer F, Probst T, Koch M (2014) Optical properties of 3D printable plastics in the THz regime and their application for 3D printed THz optics. J Infrared Millim Terahertz Waves 35(12):993\u2013997","journal-title":"J Infrared Millim Terahertz Waves"},{"key":"2_CR2","first-page":"416","volume":"1","author":"V Chauhan","year":"2015","unstructured":"Chauhan V, Surgenor B (2015) A comparative study of machine vision based methods for fault detection in an automated assembly machine. Proc Manuf 1:416\u2013428","journal-title":"Proc Manuf"},{"issue":"9","key":"2_CR3","doi-asserted-by":"publisher","first-page":"2491","DOI":"10.1007\/s00170-016-9581-5","volume":"90","author":"V Chauhan","year":"2017","unstructured":"Chauhan V, Surgenor B (2017) Fault detection and classification in automated assembly machines using machine vision. Int J Adv Manuf Technol 90(9):2491\u20132512","journal-title":"Int J Adv Manuf Technol"},{"issue":"1","key":"2_CR4","doi-asserted-by":"publisher","first-page":"140","DOI":"10.1109\/TASE.2007.912058","volume":"5","author":"Y Cheng","year":"2008","unstructured":"Cheng Y, Jafari MA (2008) Vision-based online process control in manufacturing applications. IEEE Trans Autom Sci Eng 5(1):140\u2013153","journal-title":"IEEE Trans Autom Sci Eng"},{"key":"2_CR5","first-page":"865","volume":"26","author":"U Delli","year":"2018","unstructured":"Delli U, Chang S (2018) Automated process monitoring in 3D printing using supervised machine learning. Proc Manuf 26:865\u2013870","journal-title":"Proc Manuf"},{"key":"2_CR6","doi-asserted-by":"crossref","unstructured":"Fang T, Jafari MA, Bakhadyrov I, Safari A, Danforth S, Langrana N (1998) Online defect detection in layered manufacturing using process signature. In: Proceedings of IEEE International Conference on Systems, Man and Cybernetics, San Diego, CA, USA, vol 5, pp 4373\u20134378","DOI":"10.1109\/ICSMC.1998.727536"},{"issue":"2","key":"2_CR7","doi-asserted-by":"publisher","first-page":"63","DOI":"10.1007\/s00138-002-0074-1","volume":"15","author":"T Fang","year":"2003","unstructured":"Fang T, Jafari MA, Danforth SC, Safari A (2003) Signature analysis and defect detection in layered manufacturing of ceramic sensors and actuators. Mach Vis Appl 15(2):63\u201375","journal-title":"Mach Vis Appl"},{"key":"2_CR8","doi-asserted-by":"crossref","unstructured":"Fastowicz J, B\u0105k D, Mazurek P, Okarma K (2018) Estimation of geometrical deformations of 3D prints using local cross-correlation and Monte Carlo sampling. In: Chora\u015b M, Chora\u015b RS (eds) Image Processing and Communications Challenges 9, IP&C 2017. AISC, vol 681. Springer, Cham, pp 67\u201374","DOI":"10.1007\/978-3-319-68720-9_9"},{"key":"2_CR9","doi-asserted-by":"crossref","unstructured":"Fastowicz J, B\u0105k D, Mazurek P, Okarma K (2018) Quality assessment of 3D printed surfaces in Fourier domain. In: Chora\u015b M, Chora\u015b RS (eds) Image Processing and Communications Challenges 9, IP&C 2017. AISC, vol 681. Springer, Cham, pp 75\u201381","DOI":"10.1007\/978-3-319-68720-9_10"},{"issue":"1","key":"2_CR10","doi-asserted-by":"publisher","first-page":"97","DOI":"10.3390\/e21010097","volume":"21","author":"Jaros\u0142aw Fastowicz","year":"2019","unstructured":"Fastowicz J, Grudzi\u0144ski M, Tec\u0142aw M, Okarma K (2019) Objective 3D printed surface quality assessment based on entropy of depth maps. Entropy 21(1). Article no 97","journal-title":"Entropy"},{"key":"2_CR11","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1007\/978-3-319-46418-3_2","volume-title":"Computer Vision and Graphics","author":"Jaros\u0142aw Fastowicz","year":"2016","unstructured":"Fastowicz J, Okarma K (2016) Texture based quality assessment of 3D prints for different lighting conditions. In: Chmielewski LJ, Datta A, Kozera R, Wojciechowski K (eds) Computer Vision and Graphics, ICCVG 2016. LNCS, vol 9972. Springer, Cham, pp 17\u201328"},{"key":"2_CR12","first-page":"404","volume-title":"Advances in Intelligent Systems and Computing","author":"Jaros\u0142aw Fastowicz","year":"2017","unstructured":"Fastowicz J, Okarma K (2017) Entropy based surface quality assessment of 3D prints. In: Silhavy R, Senkerik R, Kominkova Oplatkova Z, Prokopova Z, Silhavy P (eds) Artificial Intelligence Trends in Intelligent Systems, CSOC2017. AISC, vol 573. Springer, Cham, pp 404\u2013413"},{"key":"2_CR13","doi-asserted-by":"crossref","unstructured":"Fastowicz J, Okarma K (2018) Fast quality assessment of 3D printed surfaces based on structural similarity of image regions. In: 2018 International Interdisciplinary PhD Workshop (IIPhDW), \u015awinouj\u015bcie, Poland, pp 401\u2013406","DOI":"10.1109\/IIPHDW.2018.8388399"},{"key":"2_CR14","doi-asserted-by":"crossref","unstructured":"Fastowicz J, Okarma K (2019) Automatic colour independent quality evaluation of 3D printed flat surfaces based on CLAHE and Hough transform. In: Chora\u015b M, Chora\u015b RS (eds) Image Processing and Communications Challenges 10, IP&C 2018. AISC, vol 892. Springer, Cham, pp 123\u2013131","DOI":"10.1007\/978-3-030-03658-4_15"},{"key":"2_CR15","doi-asserted-by":"publisher","first-page":"2277","DOI":"10.1109\/TII.2018.2889740","volume":"15","author":"KY Fok","year":"2018","unstructured":"Fok KY, Cheng C, Ganganath N, Iu H, Tse CK (2018) An ACO-based tool-path optimizer for 3D printing applications. IEEE Trans Ind Inform 15:2277\u20132287. \n                  https:\/\/doi.org\/10.1109\/TII.2018.2889740","journal-title":"IEEE Trans Ind Inform"},{"key":"2_CR16","doi-asserted-by":"publisher","first-page":"57-1","DOI":"10.1117\/1.OE.57.4.041407","volume":"57","author":"MR Gardner","year":"2018","unstructured":"Gardner MR, Lewis A, Park J, McElroy AB, Estrada AD, Fish S, Beaman JJ, Milner TE (2018) In situ process monitoring in selective laser sintering using optical coherence tomography. Opt Eng 57:57-1\u201357-5","journal-title":"Opt Eng"},{"key":"2_CR17","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1016\/j.addma.2017.08.003","volume":"17","author":"O Holzmond","year":"2017","unstructured":"Holzmond O, Li X (2017) In situ real time defect detection of 3D printed parts. Addit Manuf 17:135\u2013142","journal-title":"Addit Manuf"},{"issue":"4","key":"2_CR18","doi-asserted-by":"publisher","first-page":"1033","DOI":"10.13164\/re.2015.1033","volume":"24","author":"A Laucka","year":"2015","unstructured":"Laucka A, Andriukaitis D (2015) Research of the defects in anesthetic masks. Radioengineering 24(4):1033\u20131043","journal-title":"Radioengineering"},{"key":"2_CR19","series-title":"ICCVG 2018, LNCS","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1007\/978-3-030-00692-1_18","volume-title":"Computer Vision and Graphics","author":"P Lech","year":"2018","unstructured":"Lech P, Fastowicz J, Okarma K (2018) Quality evaluation of 3D printed surfaces based on HOG features. In: Chmielewski LJ, Kozera R, Or\u0142owski A, Wojciechowski K, Bruckstein AM, Petkov N (eds) Computer Vision and Graphics, vol 11114. ICCVG 2018, LNCS. Springer, Cham, pp 199\u2013208"},{"key":"2_CR20","doi-asserted-by":"crossref","unstructured":"Makagonov NG, Blinova EM, Bezukladnikov II: Development of visual inspection systems for 3D printing. In: 2017 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering (EIConRus), St. Petersburg, Russia, pp 1463\u20131465 (2017)","DOI":"10.1109\/EIConRus.2017.7910849"},{"key":"2_CR21","doi-asserted-by":"crossref","unstructured":"Okarma K, Fastowicz J: No-reference quality assessment of 3D prints based on the GLCM analysis. In: Proceedings of the 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR), Mi\u0229dzyzdroje, Poland, pp 788\u2013793 (2016)","DOI":"10.1109\/MMAR.2016.7575237"},{"key":"2_CR22","doi-asserted-by":"crossref","unstructured":"Okarma K, Fastowicz J: Quality assessment of 3D prints based on feature similarity metrics. In: Chora\u015b RS (ed) Image Processing and Communications Challenges 8, IP&C 2016. AISC, vol 525, pp 104\u2013111 (2017)","DOI":"10.1007\/978-3-319-47274-4_12"},{"key":"2_CR23","first-page":"308","volume-title":"Advances in Intelligent Systems and Computing","author":"Krzysztof Okarma","year":"2017","unstructured":"Okarma K, Fastowicz J (2018) Color independent quality assessment of 3D printed surfaces based on image entropy. In: Kurzynski M, Wozniak M, Burduk R (eds) Proceedings of the 10th International Conference on Computer Recognition Systems CORES 2017. AISC, vol 578. Springer, Cham, pp 308\u2013315"},{"key":"2_CR24","doi-asserted-by":"publisher","first-page":"244","DOI":"10.1007\/978-3-319-46418-3_22","volume-title":"Computer Vision and Graphics","author":"Krzysztof Okarma","year":"2016","unstructured":"Okarma K, Fastowicz J, Tec\u0142aw M (2016) Application of structural similarity based metrics for quality assessment of 3D prints. In: Chmielewski LJ, Datta A, Kozera R, Wojciechowski K (eds) Computer Vision and Graphics, ICCVG 2016. LNCS, vol 9972, pp 244\u2013252"},{"key":"2_CR25","doi-asserted-by":"publisher","first-page":"114","DOI":"10.1016\/j.addma.2017.11.009","volume":"19","author":"L Scime","year":"2018","unstructured":"Scime L, Beuth J (2018) Anomaly detection and classification in a laser powder bed additive manufacturing process using a trained computer vision algorithm. Addit Manuf 19:114\u2013126","journal-title":"Addit Manuf"},{"issue":"4","key":"2_CR26","doi-asserted-by":"publisher","first-page":"129-1","DOI":"10.1145\/2766962","volume":"34","author":"P Sitthi-Amorn","year":"2015","unstructured":"Sitthi-Amorn P, Ramos JE, Wangy Y, Kwan J, Lan J, Wang W, Matusik W (2015) MultiFab: a machine vision assisted platform for multi-material 3D printing. ACM Trans Graph 34(4):129-1\u2013129-11","journal-title":"ACM Trans Graph"},{"issue":"2","key":"2_CR27","doi-asserted-by":"publisher","first-page":"55","DOI":"10.3390\/machines3020055","volume":"3","author":"J Straub","year":"2015","unstructured":"Straub J (2015) Initial work on the characterization of additive manufacturing (3D printing) using software image analysis. Machines 3(2):55\u201371","journal-title":"Machines"},{"key":"2_CR28","unstructured":"Straub J (2017) 3D printing cybersecurity: detecting and preventing attacks that seek to weaken a printed object by changing fill level. In: Proceedings of SPIE \u2013 Dimensional Optical Metrology and Inspection for Practical Applications VI, Anaheim, CA, USA, vol 10220, pp 102,200O-1\u2013102,200O-15"},{"key":"2_CR29","unstructured":"Straub J (2017) An approach to detecting deliberately introduced defects and micro-defects in 3D printed objects. In: Proceedings of SPIE \u2013 Pattern Recognition and Tracking XXVII, Anaheim, CA, USA, vol 10203, pp 102,030L-1\u2013102,030L-14"},{"key":"2_CR30","unstructured":"Straub J (2017) Identifying positioning-based attacks against 3D printed objects and the 3D printing process. In: Proceedings of SPIE \u2013 Pattern Recognition and Tracking XXVII, Anaheim, CA, USA, vol 10203, pp 1020,304-1\u20131020,304-13"},{"key":"2_CR31","doi-asserted-by":"crossref","unstructured":"Szkilnyk G, Hughes K, Surgenor B (2011) Vision based fault detection of automated assembly equipment. In: Proceedings of the ASME\/IEEE International Conference on Mechatronic and Embedded Systems and Applications, Parts A and B, Washington, DC, USA, vol 3, pp 691\u2013697","DOI":"10.1115\/DETC2011-48493"},{"key":"2_CR32","doi-asserted-by":"crossref","unstructured":"Tourloukis G, Stoyanov S, Tilford T, Bailey C (2015) Data driven approach to quality assessment of 3D printed electronic products. In: Proceedings of the 38th International Spring Seminar on Electronics Technology (ISSE), Eger, Hungary, pp 300\u2013305","DOI":"10.1109\/ISSE.2015.7248010"}],"container-title":["Advances in Intelligent Systems and Computing","Progress in Computer Recognition Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-19738-4_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,18]],"date-time":"2019-05-18T03:54:01Z","timestamp":1558151641000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-19738-4_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5,8]]},"ISBN":["9783030197377","9783030197384"],"references-count":32,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-19738-4_2","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,5,8]]},"assertion":[{"value":"8 May 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CORES","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computer Recognition Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Polanica-Zdr\u00f3j","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 May 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 May 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"cores2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/cores.pwr.edu.pl","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}