TeX 59%
Python 40.8%
1{"status": "ok", "message-type": "work", "message-version": "1.0.0", "message": {"indexed": {"date-parts": [[2026, 9, 19]], "date-time": "2026-09-19T14:10:26Z", "timestamp": 1789827026253, "version": "4.0.1"}, "reference-count": 45, "publisher": "Elsevier BV", "license": [{"start": {"date-parts": [[2019, 6, 1]], "date-time": "2019-06-01T00:00:00Z", "timestamp": 1559347200000}, "content-version": "tdm", "delay-in-days": 0, "URL": "https://www.elsevier.com/tdm/userlicense/1.0/"}, {"start": {"date-parts": [[2019, 6, 1]], "date-time": "2019-06-01T00:00:00Z", "timestamp": 1559347200000}, "content-version": "tdm", "delay-in-days": 0, "URL": "https://www.elsevier.com/legal/tdmrep-license"}], "funder": [{"DOI": "10.13039/501100004955", "name": "FFG", "doi-asserted-by": "publisher", "award": ["855784"], "award-info": [{"award-number": ["855784"]}], "id": [{"id": "10.13039/501100004955", "id-type": "DOI", "asserted-by": "publisher"}]}, {"DOI": "10.13039/501100004955", "name": "FFG", "doi-asserted-by": "publisher", "award": ["856333"], "award-info": [{"award-number": ["856333"]}], "id": [{"id": "10.13039/501100004955", "id-type": "DOI", "asserted-by": "publisher"}]}, {"DOI": "10.13039/501100004955", "name": "FFG", "doi-asserted-by": "publisher", "award": ["865973"], "award-info": [{"award-number": ["865973"]}], "id": [{"id": "10.13039/501100004955", "id-type": "DOI", "asserted-by": "publisher"}]}], "content-domain": {"domain": ["elsevier.com", "sciencedirect.com"], "crossmark-restriction": true}, "short-container-title": ["Energy and Buildings"], "published-print": {"date-parts": [[2019, 6]]}, "DOI": "10.1016/j.enbuild.2019.03.036", "type": "journal-article", "created": {"date-parts": [[2019, 3, 22]], "date-time": "2019-03-22T12:24:34Z", "timestamp": 1553257474000}, "page": "29-35", "update-policy": "https://doi.org/10.1016/elsevier_cm_policy", "source": "Crossref", "is-referenced-by-count": 23, "special_numbering": "C", "title": ["Prediction and analysis of heating energy demand for detached houses by computer vision"], "prefix": "10.1016", "volume": "193", "author": [{"given": "Miroslav", "family": "Despotovic", "sequence": "first", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}, {"given": "David", "family": "Koch", "sequence": "additional", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}, {"ORCID": "https://orcid.org/0000-0002-6466-1196", "authenticated-orcid": false, "given": "Sascha", "family": "Leiber", "sequence": "additional", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}, {"given": "Mario", "family": "Döller", "sequence": "additional", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}, {"given": "Muntaha", "family": "Sakeena", "sequence": "additional", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}, {"ORCID": "https://orcid.org/0000-0003-0413-4746", "authenticated-orcid": false, "given": "Matthias", "family": "Zeppelzauer", "sequence": "additional", "affiliation": [], "role": [{"vocabulary": "crossref", "role": "author"}]}], "member": "78", "reference": [{"key": "10.1016/j.enbuild.2019.03.036_bib0001", "doi-asserted-by": "crossref", "first-page": "84", "DOI": "10.1038/502S84a", "article-title": "Mapping the brain’s decline", "volume": "502", "author": "Williams", "year": "2013", "journal-title": "Nature"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0002", "series-title": "Proceedings of the National Academy of Sciences", "first-page": "14424", "article-title": "Advancing biomedical imaging", "volume": "vol. 112", "author": "Weissleder", "year": "2015"}, {"key": "10.1016/j.enbuild.2019.03.036_sbref0003", "doi-asserted-by": "crossref", "DOI": "10.1126/science.1149656", "article-title": "100% accuracy in automatic face recognition", "volume": "319", "author": "Jenkins", "year": "2008", "journal-title": "Science"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0004", "first-page": "1", "article-title": "Particle pollution estimation based on image analysis", "volume": "11", "author": "Liu", "year": "2016", "journal-title": "PLoS ONE"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0005", "doi-asserted-by": "crossref", "first-page": "790", "DOI": "10.1126/science.aaf7894", "article-title": "Combining satellite imagery and machine learning to predict poverty", "volume": "353", "author": "Jean", "year": "2016", "journal-title": "Science"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0006", "series-title": "Proceedings of the National Academy of Sciences of the United States of America", "first-page": "13108", "article-title": "Using deep learning and Google street view to estimate the demographic makeup of neighborhoods across the united states", "volume": "vol. 114", "author": "Gebru", "year": "2017"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0007", "article-title": "Building Energy Modelling and Mapping Using Airborne LiDAR", "author": "Tooke", "year": "2014"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0008", "doi-asserted-by": "crossref", "first-page": "203", "DOI": "10.1080/17512549.2007.9687275", "article-title": "Use of satellite remote sensing in support of urban heat island studies", "volume": "1", "author": "Stathopoulou", "year": "2007", "journal-title": "Adv. Build. Energy Res."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0009", "doi-asserted-by": "crossref", "first-page": "171", "DOI": "10.1016/S0378-7788(01)00105-0", "article-title": "Infrared thermography for building diagnostics", "volume": "34", "author": "Balaras", "year": "2002", "journal-title": "Energy Build."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0010", "doi-asserted-by": "crossref", "first-page": "296", "DOI": "10.1016/j.rser.2014.07.188", "article-title": "Thermography methodologies for detecting energy related building defects", "volume": "40", "author": "Fox", "year": "2014", "journal-title": "Renewable Sustainable Energy Rev."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0011", "series-title": "InfraMation 2008", "first-page": "1", "article-title": "Finding r-values of stud frame constructed houses with ir thermography", "author": "Madding", "year": "2008"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0012", "series-title": "2006 World Automation Congress, WAC’06", "first-page": "1", "article-title": "Automatic detection of windows thermal heat losses in buildings using UAVs", "author": "Martinez-De Dios", "year": "2006"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0013", "series-title": "Thermal Imaging of Building Fabric", "author": "Pearson", "year": "2011"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0014", "doi-asserted-by": "crossref", "first-page": "35", "DOI": "10.1016/j.infrared.2013.03.006", "article-title": "Infrared thermography for condition monitoring a review", "volume": "60", "author": "Bagavathiappan", "year": "2013", "journal-title": "Infrared Phys. Technol."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0015", "doi-asserted-by": "crossref", "first-page": "906", "DOI": "10.1016/j.euroecorev.2012.02.009", "article-title": "Building vintage and electricity use: old homes use less electricity in hot weather", "volume": "56", "author": "Chong", "year": "2012", "journal-title": "Eur. Econ. Rev. J."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0016", "doi-asserted-by": "crossref", "first-page": "25", "DOI": "10.5547/01956574.37.4.mcla", "article-title": "Housing market fundamentals, housing quality and energy consumption: evidence from germany", "volume": "37", "author": "Claudy", "year": "2016", "journal-title": "Energy J."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0017", "doi-asserted-by": "crossref", "first-page": "88", "DOI": "10.1257/aer.101.3.88", "article-title": "Electricity consumption and durable housing: understanding cohort effects", "volume": "101", "author": "Costa", "year": "2011", "journal-title": "Am. Econ. Rev."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0018", "series-title": "Central Europe towards Sustainable Building", "first-page": "1", "article-title": "Factors affecting building performance", "author": "Skopek", "year": "2013"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0019", "doi-asserted-by": "crossref", "first-page": "3559", "DOI": "10.1016/j.rser.2012.03.045", "article-title": "Energy efficient design of building: a review", "volume": "16", "author": "Pacheco", "year": "2012", "journal-title": "Renewable Sustainable Energy Rev."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0020", "series-title": "Actual Energy Consumption in Dwellings. The effect of Energy Performance Regulations and Occupant Behaviour", "author": "Santin", "year": "2010"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0021", "doi-asserted-by": "crossref", "unstructured": "D. Koch, M. Despotovic, S. Leiber, M. Sakeena, M. Döller, M. Zeppelzauer, Real estate image analysis - a literature review (2018).", "DOI": "10.22300/0927-7544.27.2.269"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0022", "doi-asserted-by": "crossref", "first-page": "11", "DOI": "10.1016/j.isprsjprs.2016.03.014", "article-title": "A survey on object detection in optical remote sensing images", "volume": "117", "author": "Cheng", "year": "2016", "journal-title": "ISPRS J. Photogramm. Remote Sens."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0023", "series-title": "Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems", "first-page": "270", "article-title": "Bag-of-visual-words and spatial extensions for land-use classification", "author": "Yang", "year": "2010"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0024", "series-title": "2013 ISPRS Workshop on 3D Virtual City Modeling (VCM 2013)", "first-page": "1", "article-title": "Land cover classification of satellite images using contextual information", "volume": "vol. II-3/W1", "author": "Fröhlich", "year": "2013"}, {"issue": "1", "key": "10.1016/j.enbuild.2019.03.036_bib0025", "first-page": "25", "article-title": "Automatic building detection from satellite images using internal gray variance and digital surface model", "volume": "145", "author": "Raikar", "year": "2016", "journal-title": "Int. J. Comput. Appl."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0026", "doi-asserted-by": "crossref", "first-page": "443", "DOI": "10.1007/s10489-016-0762-6", "article-title": "Rapid building detection using machine learning", "volume": "45", "author": "Cohen", "year": "2016", "journal-title": "Appl. Intell."}, {"issue": "4", "key": "10.1016/j.enbuild.2019.03.036_bib0027", "doi-asserted-by": "crossref", "first-page": "101:1", "DOI": "10.1145/2185520.2185597", "article-title": "What makes paris look like paris?", "volume": "31", "author": "Doersch", "year": "2012", "journal-title": "ACM Trans. Graph. (SIGGRAPH)"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0028", "series-title": "2015 IEEE International Conference on Computational Photography (ICCP), Houston,TX", "first-page": "1", "article-title": "Linking past to present: discovering style in two centuries of architecture", "author": "Lee", "year": "2015"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0029", "doi-asserted-by": "crossref", "unstructured": "M. Zeppelzauer, M. Despotovic, M. Sakeena, D. Koch, M. Döller, Automatic prediction of building age from photographs (2018), arXiv:1804.02205.", "DOI": "10.1145/3206025.3206060"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0030", "doi-asserted-by": "crossref", "unstructured": "D. Koch, M. Despotovic, M. Sakeena, M. Döller, M. Zeppelzauer, Visual estimation of building condition with patch-level convnets (2018), arXiv:1804.10113.", "DOI": "10.1145/3210499.3210526"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0031", "series-title": "Advances in Visual Computing. ISVC 2011. Lecture Notes in Computer Science)", "first-page": "280", "article-title": "Architectural style classification of building facade windows", "volume": "vol. 6939", "author": "Shalunts", "year": "2011"}, {"issue": "2", "key": "10.1016/j.enbuild.2019.03.036_bib0032", "doi-asserted-by": "crossref", "first-page": "91", "DOI": "10.1023/B:VISI.0000029664.99615.94", "article-title": "Distinctive image features from scale-invariant keypoints", "volume": "60", "author": "Lowe", "year": "2004", "journal-title": "Int. J. Comput. Vis."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0033", "series-title": "Workshop on Statistical Learning in Computer Vision, ECCV", "first-page": "1", "article-title": "Visual categorization with bags of keypoints", "author": "Csurka", "year": "2004"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0034", "series-title": "Computer Vision ECCV 2014. ECCV 2014. Lecture Notes in Computer Science", "first-page": "600", "article-title": "Architectural style classification using multinomial latent logistic regression", "author": "Xu", "year": "2014"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0035", "doi-asserted-by": "crossref", "first-page": "141", "DOI": "10.1016/j.ins.2013.08.020", "article-title": "Recognizing architecture styles by hierarchical sparse coding of blocklets", "volume": "254", "author": "Zhang", "year": "2014", "journal-title": "Inf. Sci."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0036", "doi-asserted-by": "crossref", "first-page": "667", "DOI": "10.1007/s00138-018-0922-2", "article-title": "Vision-based real estate price estimation", "volume": "29", "author": "Poursaeed", "year": "2018", "journal-title": "Mach. Vis. Appl."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0037", "doi-asserted-by": "crossref", "first-page": "74", "DOI": "10.1016/j.enbuild.2014.10.074", "article-title": "Building age as an indicator for energy consumption", "volume": "87", "author": "Aksoezen", "year": "2015", "journal-title": "Energy Build."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0038", "doi-asserted-by": "crossref", "first-page": "167", "DOI": "10.1016/j.eneco.2006.04.002", "article-title": "Determinants of residential space heating demand in germany", "volume": "29", "author": "Rehdanz", "year": "2007", "journal-title": "Energy Econ."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0039", "article-title": "Poster abstract: predicting heating energy demand by computer vision", "volume": "33: 231.", "author": "Despotovic", "year": "2017", "journal-title": "Comput. Sci. Res. Dev."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0040", "series-title": "2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)", "first-page": "770", "article-title": "Deep residual learning for image recognition", "author": "He", "year": "2016"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0041", "series-title": "2007 IEEE 11th International Conference on Computer Vision", "first-page": "1", "article-title": "Image classification using random forests and ferns", "author": "Bosch", "year": "2007"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0042", "series-title": "NIPS’12 Proceedings of the 25th International Conference on Neural Information Processing Systems - Volume 1", "first-page": "1097", "article-title": "ImageNet classification with deep convolutional neural networks", "author": "Krizhevsky", "year": "2012"}, {"key": "10.1016/j.enbuild.2019.03.036_bib0043", "unstructured": "K. Simonyan, A. Zisserman, Very deep convolutional networks for large-scale image recognition, CoRR (2014) arXiv:1409.1556."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0044", "unstructured": "Österreichisches Institut für Bautechnik, OIB-Richtlinie 6: Energieeinsparung und Wärmeschutz - OIB-330.6-009/15 (2014) 1–17."}, {"key": "10.1016/j.enbuild.2019.03.036_bib0045", "doi-asserted-by": "crossref", "unstructured": "A. Vedaldi, K. Lenc, Matconvnet - convolutional neural networks for matlab (2014), arXiv:1412.4564.", "DOI": "10.1145/2733373.2807412"}], "container-title": ["Energy and Buildings"], "original-title": [], "language": "en", "link": [{"URL": "https://api.elsevier.com/content/article/PII:S0378778818336430?httpAccept=text/xml", "content-type": "text/xml", "content-version": "vor", "intended-application": "text-mining"}, {"URL": "https://api.elsevier.com/content/article/PII:S0378778818336430?httpAccept=text/plain", "content-type": "text/plain", "content-version": "vor", "intended-application": "text-mining"}], "deposited": {"date-parts": [[2025, 10, 8]], "date-time": "2025-10-08T13:43:30Z", "timestamp": 1759931010000}, "score": 1, "resource": {"primary": {"URL": "https://linkinghub.elsevier.com/retrieve/pii/S0378778818336430"}}, "subtitle": [], "short-title": [], "issued": {"date-parts": [[2019, 6]]}, "references-count": 45, "alternative-id": ["S0378778818336430"], "URL": "https://doi.org/10.1016/j.enbuild.2019.03.036", "relation": {}, "ISSN": ["0378-7788"], "issn-type": [{"value": "0378-7788", "type": "print"}], "subject": [], "published": {"date-parts": [[2019, 6]]}, "assertion": [{"value": "Elsevier", "name": "publisher", "label": "This article is maintained by"}, {"value": "Prediction and analysis of heating energy demand for detached houses by computer vision", "name": "articletitle", "label": "Article Title"}, {"value": "Energy and Buildings", "name": "journaltitle", "label": "Journal Title"}, {"value": "https://doi.org/10.1016/j.enbuild.2019.03.036", "name": "articlelink", "label": "CrossRef DOI link to publisher maintained version"}, {"value": "article", "name": "content_type", "label": "Content Type"}, {"value": "© 2019 Elsevier B.V. All rights reserved.", "name": "copyright", "label": "Copyright"}]}}