{
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    "type": "research_article",
    "title": "3D Reconstruction of Point Clouds and Solid Models from LiDAR and Digital Stereo Images",
    "title_secondary": null,
    "abstract": "One of the fastest 3D data acquisition methods is LiDAR scanning technology. By using LiDAR scanners, 3D point clouds of the scanned seen is obtained easily. Although the scanning phase is fast, the meaningful and effective 3D visualization of the scene requires the raw point cloud data to be processed in advanced levels. This paper aims at explaining those processing steps and comparison of the LiDAR technology to the state of the art methods. For this purpose, a building point clouds data obtained by a terrestrial LiDAR scanner was used. This paper explains the registration of point clouds data, its underlying concepts, mathematical models as well as the free - open source libraries to be used to perform these operations. Despite the remarkable achievements in LiDAR technology and data processing, it is still a relatively young subject and would likely change its course rather quickly in the near future.",
    "language": "en",
    "english_title": null,
    "english_abstract": null,
    "doi": "10.36287/setsci.4.6.059",
    "doi_url": "https://doi.org/10.36287/setsci.4.6.059",
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    "authors": [
        {
            "public_id": "bb227062-98d8-42a0-9260-10c8834ec130",
            "given": "Abu",
            "family": "Kamara",
            "full": "Abu Kamara",
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            "email": "abukamara@geocad.com.tr",
            "corresponding": true,
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                {
                    "name": "...",
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        },
        {
            "public_id": "1c935713-2413-480b-9429-f8859f39e9e5",
            "given": "Sedat",
            "family": "Doğan",
            "full": "Sedat Doğan",
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            "email": "sedatdo@omu.edu.tr",
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            "affiliations": [
                {
                    "name": "Ondokuz Mayıs University",
                    "department": null,
                    "country": null,
                    "country_code": null,
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                }
            ]
        }
    ],
    "keywords": [
        "LiDAR, Registration, Point clouds data, Visualization, Terrestrial"
    ],
    "translations": [
        {
            "language": "en",
            "title": "3D Reconstruction of Point Clouds and Solid Models from LiDAR and Digital Stereo Images",
            "abstract": "One of the fastest 3D data acquisition methods is LiDAR scanning technology. By using LiDAR scanners, 3D point clouds of the scanned seen is obtained easily. Although the scanning phase is fast, the meaningful and effective 3D visualization of the scene requires the raw point cloud data to be processed in advanced levels. This paper aims at explaining those processing steps and comparison of the LiDAR technology to the state of the art methods. For this purpose, a building point clouds data obtained by a terrestrial LiDAR scanner was used. This paper explains the registration of point clouds data, its underlying concepts, mathematical models as well as the free - open source libraries to be used to perform these operations. Despite the remarkable achievements in LiDAR technology and data processing, it is still a relatively young subject and would likely change its course rather quickly in the near future.",
            "keywords": [
                "LiDAR, Registration, Point clouds data, Visualization, Terrestrial"
            ]
        }
    ],
    "subjects": [],
    "subject_names": [],
    "published_date": "2019-12-22",
    "published_year": "2019",
    "received_date": null,
    "accepted_date": null,
    "volume": "9",
    "issue": null,
    "page_first": "203",
    "page_last": "210",
    "article_number": null,
    "conference": {
        "short_name": "ISAS WINTER-2019 (ENS)",
        "full_title": "4th International Symposium on Innovative Approaches in Engineering and Natural Sciences",
        "name": "4th International Symposium on Innovative Approaches in Engineering and Natural Sciences",
        "acronym": "ISAS WINTER-2019 (ENS)",
        "location": "Samsun, Türkiye",
        "start_date": "2019-11-22",
        "end_date": null,
        "public_id": "ede2435c-3820-4bef-84a9-59e7d8de9d60"
    },
    "proceedings": {
        "title": "4th International Symposium on Innovative Approaches in Engineering and Natural Sciences",
        "series_title": "SETSCI Conference Proceedings",
        "publisher": "SET Technology",
        "isbn": "978-605-81988-8-3",
        "eisbn": null,
        "issn": null,
        "eissn": "2687-5527",
        "doi": null,
        "doi_prefix": "10.36287",
        "slug": "setsci-volume-9-2019-legacy-84",
        "public_id": "5d3c128d-5090-429f-8398-4e32c57e5584",
        "url": "https://www.set-science.com/p/setsci-volume-9-2019-legacy-84"
    },
    "license": {
        "name": "CC BY 4.0",
        "url": "https://creativecommons.org/licenses/by/4.0/",
        "code": "CC-BY-4.0",
        "open_access": true
    },
    "copyright": {
        "holder": "SET Technology",
        "year": "2019"
    },
    "funding_statement": null,
    "funders": [],
    "references": [
        {
            "order": 1,
            "raw": "J. Slan, \"Method of making luggage cases,\" ed: Google Patents,\r\n1971.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 2,
            "raw": "P. J. Besl and N. D. McKay, \"Method for registration of 3-D\r\nshapes,\" in Sensor fusion IV: control paradigms and data\r\nstructures, 1992, pp. 586-606.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 3,
            "raw": "Y. Yu, A. Ferencz, and J. Malik, \"Extracting objects from range\r\nand radiance images,\" IEEE Transactions on Visualization and\r\nComputer Graphics, vol. 7, pp. 351-364, 2001.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 4,
            "raw": "S. Barnea and S. Filin, \"Keypoint based autonomous registration\r\nof terrestrial laser point-clouds,\" ISPRS Journal of\r\nPhotogrammetry and Remote Sensing, vol. 63, pp. 19-35, 2008.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 5,
            "raw": "Y. Abdelmajid, \"Investigation and comparison of 3D laser\r\nscanning software packages,\" ed, 2012.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 6,
            "raw": "D. W. Eggert, A. Lorusso, and R. B. Fisher, \"Estimating 3-D rigid\r\nbody transformations: a comparison of four major algorithms,\"\r\nMachine vision and applications, vol. 9, pp. 272-290, 1997.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 7,
            "raw": "J. H. Challis, \"A procedure for determining rigid body\r\ntransformation parameters,\" Journal of biomechanics, vol. 28,\r\npp. 733-737, 1995.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 8,
            "raw": "R. Horn and A. Marty, \"Muscarinic activation of ionic currents\r\nmeasured by a new whole-cell recording method,\" The Journal of\r\ngeneral physiology, vol. 92, pp. 145-159, 1988.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 9,
            "raw": "O. D. Faugeras and M. Hebert, \"The representation, recognition,\r\nand locating of 3-D objects,\" The international journal of robotics\r\nresearch, vol. 5, pp. 27-52, 1986.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 10,
            "raw": "B. K. Horn, \"Closed-form solution of absolute orientation using\r\nunit quaternions,\" Josa a, vol. 4, pp. 629-642, 1987.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 11,
            "raw": "D. Akca, A. Gruen, B. Breuckmann, and C. Lahanier, \"High\r\ndefinition 3D-scanning of arts objects and paintings,\" Optical 3-D\r\nmeasurement technqiues VIII, vol. 2, pp. 50-58, 2007.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 12,
            "raw": "I. Söderkvist and P.-Å. Wedin, \"Determining the movements of\r\nthe skeleton using well-configured markers,\" Journal of\r\nbiomechanics, vol. 26, pp. 1473-1477, 1993.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 13,
            "raw": "S. Umeyama, \"Least-squares estimation of transformation\r\nparameters between two point patterns,\" IEEE Transactions on\r\nPattern Analysis & Machine Intelligence, pp. 376-380, 1991.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 14,
            "raw": "K.-i. Kanatani, \"Statistical bias of conic fitting and\r\nrenormalization,\" IEEE Transactions on Pattern Analysis &\r\nMachine Intelligence, pp. 320-326, 1994.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 15,
            "raw": "S. J. Korn and R. Horn, \"Statistical discrimination of fractal and\r\nMarkov models of single-channel gating,\" Biophysical journal,\r\nvol. 54, pp. 871-877, 1988.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 16,
            "raw": "J. B. Wallace, S. L. Eggert, J. L. Meyer, and J. R. Webster,\r\n\"Multiple trophic levels of a forest stream linked to terrestrial\r\nlitter inputs,\" Science, vol. 277, pp. 102-104, 1997.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        },
        {
            "order": 17,
            "raw": "J. C. Carr, R. K. Beatson, J. B. Cherrie, T. J. Mitchell, W. R. Fright,\r\nB. C. McCallum, et al., \"Reconstruction and representation of 3D\r\nobjects with radial basis functions,\" in Proceedings of the 28th\r\nannual conference on Computer graphics and interactive\r\ntechniques, 2001, pp. 67-76.",
            "doi": null,
            "title": null,
            "authors": null,
            "source": null,
            "year": null,
            "volume": null,
            "pages": null
        }
    ],
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        "published": "2019-12-22"
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}