Artificial intelligence;
Digital pathology;
Object detection;
Digital health;
D O I:
10.21833/ijaas.2023.12.004
中图分类号:
O [数理科学和化学];
P [天文学、地球科学];
Q [生物科学];
N [自然科学总论];
学科分类号:
07 ;
0710 ;
09 ;
摘要:
Digital pathology is a field that blends various techniques for obtaining, analyzing, sharing, and saving information about pathology. This information often comes from digitized microscope slides. Digital pathology also uses artificial intelligence (AI) to help reduce errors made by humans. This review talks about digital pathology and the new techniques linked to it. Instead of traditional microscopes, digital pathology employs virtual microscopy and whole-slide imaging. It marks a major improvement over old pathology methods, which had several problems. Digital methods use computers and machines to solve these issues. The basic process of digital pathology has three parts: the input stage, the analysis stage, and the output stage, which includes storing the information. This review focuses on two main techniques: object detection and its smaller methods, and the use of AI and its specific approaches like explainable AI (XAI) and deep learning. The paper also discusses various deep learning methods, mainly used to detect different types of cancer. It also acknowledges that not every method is perfect, so we discuss various challenges and limitations of digital pathology techniques that need to be solved before these methods can be widely used. (c) 2023 The Authors. Published by IASE.
机构:
Hop Cochin, AP HP, Dept Gastroenterol & Digest Oncol, F-75014 Paris, France
Univ Paris Cite, F-75006 Paris, FranceHop Cochin, AP HP, Dept Gastroenterol & Digest Oncol, F-75014 Paris, France
Coriat, Romain
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Soyer, Philippe
Dohan, Anthony
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Cite, F-75006 Paris, France
Hop Cochin, AP HP, Dept Radiol, F-75014 Paris, FranceHop Cochin, AP HP, Dept Gastroenterol & Digest Oncol, F-75014 Paris, France
机构:
Hop Cochin, AP HP, Dept Radiol, 27 Rue Faubourg St Jacques, Paris, France
Univ Paris, Descartes Paris 5, F-75006 Paris, FranceHop Cochin, AP HP, Dept Radiol, 27 Rue Faubourg St Jacques, Paris, France
Dohan, Anthony
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机构:
Gaujoux, Sebastien
Coriat, Romain
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris, Descartes Paris 5, F-75006 Paris, France
Hop Cochin, AP HP, Dept Gastroenterol, F-75014 Paris, FranceHop Cochin, AP HP, Dept Radiol, 27 Rue Faubourg St Jacques, Paris, France
Coriat, Romain
Hoeffel, Christine
论文数: 0引用数: 0
h-index: 0
机构:
Robert Debre Hosp, Dept Radiol, F-51092 Reims, FranceHop Cochin, AP HP, Dept Radiol, 27 Rue Faubourg St Jacques, Paris, France
机构:
Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
Xu, Yuanhui
Gan, Xingcheng
论文数: 0引用数: 0
h-index: 0
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Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
Gan, Xingcheng
Pei, Ji
论文数: 0引用数: 0
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Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
Pei, Ji
Wang, Wenjie
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
Wang, Wenjie
Chen, Jia
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
Chen, Jia
Yuan, Shouqi
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R ChinaJiangsu Univ, Natl Res Ctr Pumps, Zhenjiang 212013, Jiangsu, Peoples R China
机构:
Univ Paris Cite, Fac Med, F-75006 Paris, France
Hop Cochin, Dept Nucl Med, AP HP, F-75014 Paris, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Cottereau, Anne-Segolene
Fishman, Elliot K.
论文数: 0引用数: 0
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机构:
Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USAHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Fishman, Elliot K.
Assie, Guillaume
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Cite, Fac Med, F-75006 Paris, France
Johns Hopkins Univ, Russell H Morgan Dept Radiol & Radiol Sci, Sch Med, Baltimore, MD 21287 USA
Hop Cochin, Ctr Rare Adrenal Dis, Dept Endocrinol, AP HP, F-75014 Paris, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Assie, Guillaume
Jouinot, Anne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris Cite, Fac Med, F-75006 Paris, France
Hop Cochin, Ctr Rare Adrenal Dis, Dept Endocrinol, AP HP, F-75014 Paris, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Jouinot, Anne
Hoeffel, Christine
论文数: 0引用数: 0
h-index: 0
机构:
Robert Debre Hosp, Dept Radiol, F-51092 Reims, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Hoeffel, Christine
Soyer, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
Hop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Univ Paris Cite, Fac Med, F-75006 Paris, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Soyer, Philippe
Dohan, Anthony
论文数: 0引用数: 0
h-index: 0
机构:
Hop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
Univ Paris Cite, Fac Med, F-75006 Paris, FranceHop Cochin, Dept Radiol, AP HP, F-75014 Paris, France
机构:
Med Univ Silesia, Fac Med Sci Zabrze, Biophys Dept, Zbigniew Religa Sci Club, Zabrze, PolandMed Univ Silesia, Fac Med Sci Zabrze, Biophys Dept, Zbigniew Religa Sci Club, Zabrze, Poland
Lajczak, Pawel Marek
Jozwik, Kamil
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ Silesia, Fac Med Sci Zabrze, Biophys Dept, Zbigniew Religa Sci Club, Zabrze, PolandMed Univ Silesia, Fac Med Sci Zabrze, Biophys Dept, Zbigniew Religa Sci Club, Zabrze, Poland
机构:
Univ Verona, Div Nephrol, Dept Med, Piazzale Aristide Stefani 1, I-37126 Verona, ItalyUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
Rossi, Mattia
Eccher, Albino
论文数: 0引用数: 0
h-index: 0
机构:
Univ & Hosp Trust Verona, Dept Pathol & Diagnost, Ple Stefani 1, I-37126 Verona, Italy
Univ Modena & Reggio Emilia, Univ Hosp Modena, Dept Med & Surg Sci Children & Adults, Modena, ItalyUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
Eccher, Albino
Girolami, Ilaria
论文数: 0引用数: 0
h-index: 0
机构:
Univ & Hosp Trust Verona, Dept Pathol & Diagnost, Ple Stefani 1, I-37126 Verona, ItalyUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
Girolami, Ilaria
L'Imperio, Vincenzo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, ItalyUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
L'Imperio, Vincenzo
Van Nguyen, Hien
论文数: 0引用数: 0
h-index: 0
机构:
Univ Houston, Dept Elect & Comp Engn, Houston, TX 77004 USAUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
Van Nguyen, Hien
Becker, Jan Ulrich
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Cologne, Inst Pathol, Cologne, GermanyUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy
Becker, Jan Ulrich
Garcia, Maria Gloria Bueno
论文数: 0引用数: 0
h-index: 0
机构:
Univ Castilla La Mancha, VISILAB Res Grp, ETS Ingenieros Ind, Ciudad Real, SpainUniv Milano Bicocca, Dept Med & Surg, Pathol, Fdn IRCCS San Gerardo Tintori, Monza, Italy