{"data":{"id":"10.5281/zenodo.19224777","type":"dois","attributes":{"doi":"10.5281/zenodo.19224777","prefix":"10.5281","suffix":"zenodo.19224777","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Brili, Nika","nameType":"Personal","givenName":"Nika","familyName":"Brili","affiliation":["Rudolfovo – znanstveno in tehnološko središče Novo mesto"],"nameIdentifiers":[{"nameIdentifier":"0000-0003-0677-8721","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Thermographic Video Dataset of Turning Processes with Associated Tool Wear Measurements (Project: Thermography Based Advanced Intelligent Tool Condition Monitoring System)"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"thermography"},{"subject":"cutting tool wear"},{"subject":"turning"},{"subject":"infrared imaging"},{"subject":"tool condition monitoring"},{"subject":"deep learning"},{"subject":"video dataset"}],"contributors":[],"dates":[{"date":"2026-03-25","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.19224778","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"Version 1.0","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"Copyright (C) 2026 Nika Brili.","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"This dataset contains thermographic video recordings of cutting tools during turning processes, accompanied by microscopic images of tool wear and quantitative wear measurements.\n\nThe dataset consists of 52 thermographic videos (.mp4), organized by individual cutting inserts. Each insert is represented by multiple recordings of the cutting process and corresponding microscopic images of tool wear. Additionally, a structured dataset of quantitative tool wear measurements is provided in tabular form.\n\nImportant: The videos can be converted into image frames, making them directly suitable as input for deep learning models. At a sampling rate of 3 fps, the dataset yields more than 80,000 images.\n\nTool wear is expressed as a continuous variable (in millimetres), supplemented by expert-based qualitative assessment.\n\nKeywords: thermography, cutting tool wear, turning process, infrared imaging, tool condition monitoring, deep learning, video dataset","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[{"awardTitle":"Napredni inteligentni sistem nadzora obrabe rezalnega orodja na podlagi termografije / Thermography Based Advanced Intelligent Tool Condition Monitoring System","funderName":"The Slovenian Research and Innovation Agency","awardNumber":"Z2-50080","funderIdentifier":"10.13039/501100004329","funderIdentifierType":"Crossref Funder ID"}],"xml":"PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0iVVRGLTgiPz4KPHJlc291cmNlIHhtbG5zOnhzaT0iaHR0cDovL3d3dy53My5vcmcvMjAwMS9YTUxTY2hlbWEtaW5zdGFuY2UiIHhtbG5zPSJodHRwOi8vZGF0YWNpdGUub3JnL3NjaGVtYS9rZXJuZWwtNCIgeHNpOnNjaGVtYUxvY2F0aW9uPSJodHRwOi8vZGF0YWNpdGUub3JnL3NjaGVtYS9rZXJuZWwtNCBodHRwOi8vc2NoZW1hLmRhdGFjaXRlLm9yZy9tZXRhL2tlcm5lbC00L21ldGFkYXRhLnhzZCI+CiAgPGlkZW50aWZpZXIgaWRlbnRpZmllclR5cGU9IkRPSSI+MTAuNTI4MS9aRU5PRE8uMTkyMjQ3Nzc8L2lkZW50aWZpZXI+CiAgPGNyZWF0b3JzPgogICAgPGNyZWF0b3I+CiAgICAgIDxjcmVhdG9yTmFtZSBuYW1lVHlwZT0iUGVyc29uYWwiPkJyaWxpLCBOaWthPC9jcmVhdG9yTmFtZT4KICAgICAgPGdpdmVuTmFtZT5OaWthPC9naXZlbk5hbWU+CiAgICAgIDxmYW1pbHlOYW1lPkJyaWxpPC9mYW1pbHlOYW1lPgogICAgICA8bmFtZUlkZW50aWZpZXIgbmFtZUlkZW50aWZpZXJTY2hlbWU9Ik9SQ0lEIiBzY2hlbWVVUkk9IiI+MDAwMC0wMDAzLTA2NzctODcyMTwvbmFtZUlkZW50aWZpZXI+CiAgICAgIDxhZmZpbGlhdGlvbj5SdWRvbGZvdm8g4oCTIHpuYW5zdHZlbm8gaW4gdGVobm9sb8Wha28gc3JlZGnFocSNZSBOb3ZvIG1lc3RvPC9hZmZpbGlhdGlvbj4KICAgIDwvY3JlYXRvcj4KICA8L2NyZWF0b3JzPgogIDx0aXRsZXM+CiAgICA8dGl0bGU+VGhlcm1vZ3JhcGhpYyBWaWRlbyBEYXRhc2V0IG9mIFR1cm5pbmcgUHJvY2Vzc2VzIHdpdGggQXNzb2NpYXRlZCBUb29sIFdlYXIgTWVhc3VyZW1lbnRzIChQcm9qZWN0OiBUaGVybW9ncmFwaHkgQmFzZWQgQWR2YW5jZWQgSW50ZWxsaWdlbnQgVG9vbCBDb25kaXRpb24gTW9uaXRvcmluZyBTeXN0ZW0pPC90aXRsZT4KICA8L3RpdGxlcz4KICA8cHVibGlzaGVyPlplbm9kbzwvcHVibGlzaGVyPgogIDxwdWJsaWNhdGlvblllYXI+MjAyNjwvcHVibGljYXRpb25ZZWFyPgogIDxyZXNvdXJjZVR5cGUgcmVzb3VyY2VUeXBlR2VuZXJhbD0iRGF0YXNldCIvPgogIDxzdWJqZWN0cz4KICAgIDxzdWJqZWN0PnRoZXJtb2dyYXBoeTwvc3ViamVjdD4KICAgIDxzdWJqZWN0PmN1dHRpbmcgdG9vbCB3ZWFyPC9zdWJqZWN0PgogICAgPHN1YmplY3Q+dHVybmluZzwvc3ViamVjdD4KICAgIDxzdWJqZWN0PmluZnJhcmVkIGltYWdpbmc8L3N1YmplY3Q+CiAgICA8c3ViamVjdD50b29sIGNvbmRpdGlvbiBtb25pdG9yaW5nPC9zdWJqZWN0PgogICAgPHN1YmplY3Q+ZGVlcCBsZWFybmluZzwvc3ViamVjdD4KICAgIDxzdWJqZWN0PnZpZGVvIGRhdGFzZXQ8L3N1YmplY3Q+CiAgPC9zdWJqZWN0cz4KICA8ZGF0ZXM+CiAgICA8ZGF0ZSBkYXRlVHlwZT0iSXNzdWVkIj4yMDI2LTAzLTI1PC9kYXRlPgogIDwvZGF0ZXM+CiAgPHJlbGF0ZWRJZGVudGlmaWVycz4KICAgIDxyZWxhdGVkSWRlbnRpZmllciByZWxhdGVkSWRlbnRpZmllclR5cGU9IkRPSSIgcmVsYXRpb25UeXBlPSJIYXNWZXJzaW9uIj4xMC41MjgxL3plbm9kby4xOTIyNDc3ODwvcmVsYXRlZElkZW50aWZpZXI+CiAgPC9yZWxhdGVkSWRlbnRpZmllcnM+CiAgPHNpemVzLz4KICA8Zm9ybWF0cy8+CiAgPHZlcnNpb24+VmVyc2lvbiAxLjA8L3ZlcnNpb24+CiAgPHJpZ2h0c0xpc3Q+CiAgICA8cmlnaHRzIHJpZ2h0c1VSST0iaHR0cHM6Ly9jcmVhdGl2ZWNvbW1vbnMub3JnL2xpY2Vuc2VzL2J5LzQuMC9sZWdhbGNvZGUiIHJpZ2h0c0lkZW50aWZpZXI9ImNjLWJ5LTQuMCIgcmlnaHRzSWRlbnRpZmllclNjaGVtZT0ic3BkeCI+Q3JlYXRpdmUgQ29tbW9ucyBBdHRyaWJ1dGlvbiA0LjAgSW50ZXJuYXRpb25hbDwvcmlnaHRzPgogICAgPHJpZ2h0cyByaWdodHNVUkk9Imh0dHA6Ly9yaWdodHNzdGF0ZW1lbnRzLm9yZy92b2NhYi9JbkMvMS4wLyI+Q29weXJpZ2h0IChDKSAyMDI2IE5pa2EgQnJpbGkuPC9yaWdodHM+CiAgPC9yaWdodHNMaXN0PgogIDxkZXNjcmlwdGlvbnM+CiAgICA8ZGVzY3JpcHRpb24gZGVzY3JpcHRpb25UeXBlPSJBYnN0cmFjdCI+VGhpcyBkYXRhc2V0IGNvbnRhaW5zIHRoZXJtb2dyYXBoaWMgdmlkZW8gcmVjb3JkaW5ncyBvZiBjdXR0aW5nIHRvb2xzIGR1cmluZyB0dXJuaW5nIHByb2Nlc3NlcywgYWNjb21wYW5pZWQgYnkgbWljcm9zY29waWMgaW1hZ2VzIG9mIHRvb2wgd2VhciBhbmQgcXVhbnRpdGF0aXZlIHdlYXIgbWVhc3VyZW1lbnRzLgoKVGhlIGRhdGFzZXQgY29uc2lzdHMgb2YgNTIgdGhlcm1vZ3JhcGhpYyB2aWRlb3MgKC5tcDQpLCBvcmdhbml6ZWQgYnkgaW5kaXZpZHVhbCBjdXR0aW5nIGluc2VydHMuIEVhY2ggaW5zZXJ0IGlzIHJlcHJlc2VudGVkIGJ5IG11bHRpcGxlIHJlY29yZGluZ3Mgb2YgdGhlIGN1dHRpbmcgcHJvY2VzcyBhbmQgY29ycmVzcG9uZGluZyBtaWNyb3Njb3BpYyBpbWFnZXMgb2YgdG9vbCB3ZWFyLiBBZGRpdGlvbmFsbHksIGEgc3RydWN0dXJlZCBkYXRhc2V0IG9mIHF1YW50aXRhdGl2ZSB0b29sIHdlYXIgbWVhc3VyZW1lbnRzIGlzIHByb3ZpZGVkIGluIHRhYnVsYXIgZm9ybS4KCkltcG9ydGFudDogVGhlIHZpZGVvcyBjYW4gYmUgY29udmVydGVkIGludG8gaW1hZ2UgZnJhbWVzLCBtYWtpbmcgdGhlbSBkaXJlY3RseSBzdWl0YWJsZSBhcyBpbnB1dCBmb3IgZGVlcCBsZWFybmluZyBtb2RlbHMuIEF0IGEgc2FtcGxpbmcgcmF0ZSBvZiAzIGZwcywgdGhlIGRhdGFzZXQgeWllbGRzIG1vcmUgdGhhbiA4MCwwMDAgaW1hZ2VzLgoKVG9vbCB3ZWFyIGlzIGV4cHJlc3NlZCBhcyBhIGNvbnRpbnVvdXMgdmFyaWFibGUgKGluIG1pbGxpbWV0cmVzKSwgc3VwcGxlbWVudGVkIGJ5IGV4cGVydC1iYXNlZCBxdWFsaXRhdGl2ZSBhc3Nlc3NtZW50LgoKS2V5d29yZHM6IHRoZXJtb2dyYXBoeSwgY3V0dGluZyB0b29sIHdlYXIsIHR1cm5pbmcgcHJvY2VzcywgaW5mcmFyZWQgaW1hZ2luZywgdG9vbCBjb25kaXRpb24gbW9uaXRvcmluZywgZGVlcCBsZWFybmluZywgdmlkZW8gZGF0YXNldDwvZGVzY3JpcHRpb24+CiAgPC9kZXNjcmlwdGlvbnM+CiAgPGZ1bmRpbmdSZWZlcmVuY2VzPgogICAgPGZ1bmRpbmdSZWZlcmVuY2U+CiAgICAgIDxmdW5kZXJOYW1lPlRoZSBTbG92ZW5pYW4gUmVzZWFyY2ggYW5kIElubm92YXRpb24gQWdlbmN5PC9mdW5kZXJOYW1lPgogICAgICA8ZnVuZGVySWRlbnRpZmllciBmdW5kZXJJZGVudGlmaWVyVHlwZT0iQ3Jvc3NyZWYgRnVuZGVyIElEIj4xMC4xMzAzOS81MDExMDAwMDQzMjk8L2Z1bmRlcklkZW50aWZpZXI+CiAgICAgIDxhd2FyZE51bWJlcj5aMi01MDA4MDwvYXdhcmROdW1iZXI+CiAgICAgIDxhd2FyZFRpdGxlPk5hcHJlZG5pIGludGVsaWdlbnRuaSBzaXN0ZW0gbmFkem9yYSBvYnJhYmUgcmV6YWxuZWdhIG9yb2RqYSBuYSBwb2RsYWdpIHRlcm1vZ3JhZmlqZSAvIFRoZXJtb2dyYXBoeSBCYXNlZCBBZHZhbmNlZCBJbnRlbGxpZ2VudCBUb29sIENvbmRpdGlvbiBNb25pdG9yaW5nIFN5c3RlbTwvYXdhcmRUaXRsZT4KICAgIDwvZnVuZGluZ1JlZmVyZW5jZT4KICA8L2Z1bmRpbmdSZWZlcmVuY2VzPgo8L3Jlc291cmNlPgo=","url":"https://zenodo.org/doi/10.5281/zenodo.19224777","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-03-25T19:22:33.000Z","registered":"2026-03-25T19:22:33.000Z","published":"2026","updated":"2026-03-27T06:15:54.000Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}},"provider":{"data":{"id":"cern","type":"providers"}},"media":{"data":{"id":"10.5281/zenodo.19224777","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[{"id":"10.5281/zenodo.19224778","type":"dois"}]},"versionOf":{"data":[]}}}}