Handcrafted vs. Deep Radiomics vs. Fusion vs. Deep Learning: A Comprehensive Review of Machine Learning -Based Cancer Outcome Prediction in PET and SPECT Imaging.
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| Title: | Handcrafted vs. Deep Radiomics vs. Fusion vs. Deep Learning: A Comprehensive Review of Machine Learning -Based Cancer Outcome Prediction in PET and SPECT Imaging. |
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| Authors: | Salmanpour MR; Department of Basic and Translational Research, BC Cancer Research Institute, Vancouver, BC, Canada. msalman@bccrc.ca.; Department of Radiology, University of British Columbia, Vancouver, BC, Canada. msalman@bccrc.ca.; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada. msalman@bccrc.ca., Mehrnia SS; Department of Integrative Oncology, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran., Jabarzadeh Ghandilu S; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada., Safahi Z; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada., Falahati S; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada., Taeb S; Department of Radiology, Guilan University of Medical Sciences, Rasht, Iran., Mousavi G; School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran., Maghsudi M; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada., Shariftabrizi A; Department of Radiology, University of Iowa Carver College of Medicine, Iowa, IA, US., Hacihaliloglu I; Department of Radiology, University of British Columbia, Vancouver, BC, Canada.; Department of Medicine, University of British Columbia, Vancouver, BC, Canada., Rahmim A; Department of Basic and Translational Research, BC Cancer Research Institute, Vancouver, BC, Canada.; Department of Radiology, University of British Columbia, Vancouver, BC, Canada. |
| Source: | Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Jan 29. Date of Electronic Publication: 2026 Jan 29. |
| Publication Type: | Journal Article; Review |
| Journal Info: | Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41612111 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Handcrafted vs. Deep Radiomics vs. Fusion vs. Deep Learning: A Comprehensive Review of Machine Learning -Based Cancer Outcome Prediction in PET and SPECT Imaging. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Salmanpour+MR%22">Salmanpour MR</searchLink>; Department of Basic and Translational Research, BC Cancer Research Institute, Vancouver, BC, Canada. msalman@bccrc.ca.; Department of Radiology, University of British Columbia, Vancouver, BC, Canada. msalman@bccrc.ca.; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada. msalman@bccrc.ca.<br /><searchLink fieldCode="AU" term="%22Mehrnia+SS%22">Mehrnia SS</searchLink>; Department of Integrative Oncology, Breast Cancer Research Center, Motamed Cancer Institute, ACECR, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Jabarzadeh+Ghandilu+S%22">Jabarzadeh Ghandilu S</searchLink>; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Safahi+Z%22">Safahi Z</searchLink>; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Falahati+S%22">Falahati S</searchLink>; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Taeb+S%22">Taeb S</searchLink>; Department of Radiology, Guilan University of Medical Sciences, Rasht, Iran.<br /><searchLink fieldCode="AU" term="%22Mousavi+G%22">Mousavi G</searchLink>; School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Maghsudi+M%22">Maghsudi M</searchLink>; Technological Virtual Collaboration (TECVICO Corp.), Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Shariftabrizi+A%22">Shariftabrizi A</searchLink>; Department of Radiology, University of Iowa Carver College of Medicine, Iowa, IA, US.<br /><searchLink fieldCode="AU" term="%22Hacihaliloglu+I%22">Hacihaliloglu I</searchLink>; Department of Radiology, University of British Columbia, Vancouver, BC, Canada.; Department of Medicine, University of British Columbia, Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Rahmim+A%22">Rahmim A</searchLink>; Department of Basic and Translational Research, BC Cancer Research Institute, Vancouver, BC, Canada.; Department of Radiology, University of British Columbia, Vancouver, BC, Canada. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%229918663679206676%22">Journal of imaging informatics in medicine</searchLink> [J Imaging Inform Med] 2026 Jan 29. <i>Date of Electronic Publication: </i>2026 Jan 29. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Review – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41612111 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s10278-025-01804-z Languages: – Code: eng Text: English Titles: – TitleFull: Handcrafted vs. Deep Radiomics vs. Fusion vs. Deep Learning: A Comprehensive Review of Machine Learning -Based Cancer Outcome Prediction in PET and SPECT Imaging. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Salmanpour MR – PersonEntity: Name: NameFull: Mehrnia SS – PersonEntity: Name: NameFull: Jabarzadeh Ghandilu S – PersonEntity: Name: NameFull: Safahi Z – PersonEntity: Name: NameFull: Falahati S – PersonEntity: Name: NameFull: Taeb S – PersonEntity: Name: NameFull: Mousavi G – PersonEntity: Name: NameFull: Maghsudi M – PersonEntity: Name: NameFull: Shariftabrizi A – PersonEntity: Name: NameFull: Hacihaliloglu I – PersonEntity: Name: NameFull: Rahmim A IsPartOfRelationships: – BibEntity: Dates: – D: 29 M: 01 Text: 2026 Jan 29 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2948-2933 Titles: – TitleFull: Journal of imaging informatics in medicine Type: main |
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