Whole slide imaging (WSI) is a technique with both the scanning and viewing of digital images of the entire area of a glass pathology slide. The implementation of WSI has started to accelerate, and the usages of WSI are expected for variety of applications such as image analysis, education, conference, and remote diagnosis. However; for implementation of WSI to clinical applications, color variation in digital pathology images is one of the most important issues. The reasons for color variation of whole slide images are mainly in the two processes: staining tissue samples and scanning glass slides. This paper presents the methods and the results of the color correction of whole slide images, with consideration of these two reasons. For color variation caused by scanning devices, the characterization of the whole slide scanner was performed based on a traditional empirical model using a known color chart, where the color chart is a miniature transparent one arranged on a glass slide. In addition, it was also tested that color correction using Hematoxylin and Eosin stained mouse embryo slide instead of the color chart slide. For the color variation caused by staining conditions, the color distribution of images was corrected so as to fit to that of a reference image. Such correction is relatively easy for pathology image, because the color distribution of a stained pathology slide presents a characteristic color distribution decided by its staining method. The effectiveness of the color correction methods were confirmed for whole slide images of tissue samples stained by some typical staining methods.
机构:
Univ Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Pathol, Tomas E Starzl Transplantat Inst, Pittsburgh, PA USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Isse, K.
Lesniak, A.
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机构:
Univ Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Pathol, Tomas E Starzl Transplantat Inst, Pittsburgh, PA USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Lesniak, A.
Grama, K.
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Univ Houston, Dept Elect & Comp Engn, Houston, TX USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Grama, K.
Roysam, B.
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Univ Houston, Dept Elect & Comp Engn, Houston, TX USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Roysam, B.
Minervini, M. I.
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机构:
Univ Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Pathol, Tomas E Starzl Transplantat Inst, Pittsburgh, PA USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Minervini, M. I.
Demetris, A. J.
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Univ Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Pathol, Tomas E Starzl Transplantat Inst, Pittsburgh, PA USAUniv Pittsburgh, Med Ctr, Dept Pathol, Div Transplantat, Pittsburgh, PA 15260 USA
机构:
Microsoft Res, Redmond, WA 98052 USA
Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USAMicrosoft Res, Redmond, WA 98052 USA
Xu, Hanwen
Usuyama, Naoto
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Usuyama, Naoto
Bagga, Jaspreet
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Bagga, Jaspreet
Zhang, Sheng
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Zhang, Sheng
Rao, Rajesh
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Rao, Rajesh
Naumann, Tristan
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Naumann, Tristan
Wong, Cliff
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Wong, Cliff
Gero, Zelalem
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Gero, Zelalem
Gonzalez, Javier
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Gonzalez, Javier
Gu, Yu
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机构:
Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Gu, Yu
Xu, Yanbo
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机构:
Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Xu, Yanbo
Wei, Mu
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Wei, Mu
Wang, Wenhui
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Wang, Wenhui
Ma, Shuming
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Ma, Shuming
Wei, Furu
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Wei, Furu
Yang, Jianwei
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Yang, Jianwei
Li, Chunyuan
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Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Li, Chunyuan
Gao, Jianfeng
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机构:
Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
Gao, Jianfeng
Rosemon, Jaylen
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Providence Genom, Portland, OR 97225 USAMicrosoft Res, Redmond, WA 98052 USA
Rosemon, Jaylen
Bower, Tucker
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Providence Genom, Portland, OR 97225 USAMicrosoft Res, Redmond, WA 98052 USA
Bower, Tucker
Lee, Soohee
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Providence Res Network, Renton, WA USAMicrosoft Res, Redmond, WA 98052 USA
Lee, Soohee
Weerasinghe, Roshanthi
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Providence Res Network, Renton, WA USAMicrosoft Res, Redmond, WA 98052 USA
Weerasinghe, Roshanthi
Wright, Bill J.
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Providence Res Network, Renton, WA USAMicrosoft Res, Redmond, WA 98052 USA
Wright, Bill J.
Robicsek, Ari
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Providence Res Network, Renton, WA USAMicrosoft Res, Redmond, WA 98052 USA
Robicsek, Ari
Piening, Brian
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Providence Genom, Portland, OR 97225 USA
Providence Canc Inst, Earle A Chiles Res Inst, Portland, OR 97213 USAMicrosoft Res, Redmond, WA 98052 USA
Piening, Brian
Bifulco, Carlo
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机构:
Providence Genom, Portland, OR 97225 USA
Providence Canc Inst, Earle A Chiles Res Inst, Portland, OR 97213 USAMicrosoft Res, Redmond, WA 98052 USA
Bifulco, Carlo
Wang, Sheng
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机构:
Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USA
Univ Washington, Dept Surg, Seattle, WA 98195 USAMicrosoft Res, Redmond, WA 98052 USA
Wang, Sheng
Poon, Hoifung
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机构:
Microsoft Res, Redmond, WA 98052 USAMicrosoft Res, Redmond, WA 98052 USA
机构:
Univ Pittsburgh, Sch Med, Dermatopathol Unit, Dept Dermatol, Pittsburgh, PA 15213 USA
Univ Pittsburgh, Sch Med, Dept Pathol, Pittsburgh, PA 15213 USAUniv Pittsburgh, Sch Med, Dermatopathol Unit, Dept Dermatol, Pittsburgh, PA 15213 USA
Jukic, Drazen M.
Drogowski, Laura M.
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机构:Univ Pittsburgh, Sch Med, Dermatopathol Unit, Dept Dermatol, Pittsburgh, PA 15213 USA
Drogowski, Laura M.
Martina, Jamie
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机构:Univ Pittsburgh, Sch Med, Dermatopathol Unit, Dept Dermatol, Pittsburgh, PA 15213 USA
Martina, Jamie
Parwani, Anil V.
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Univ Pittsburgh, Sch Med, Dept Pathol, Pittsburgh, PA 15213 USAUniv Pittsburgh, Sch Med, Dermatopathol Unit, Dept Dermatol, Pittsburgh, PA 15213 USA
机构:
Pictor Labs Inc, Los Angeles, CA USA
Univ Calif Los Angeles, Elect & Comp Engn Dept, Los Angeles, CA 90095 USAPictor Labs Inc, Los Angeles, CA USA
Rivenson, Yair
Ozcan, Aydogan
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Univ Calif Los Angeles, Elect & Comp Engn Dept, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, BioEngn Dept, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Calif NanoSyst Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Dept Surg, Los Angeles, CA 90095 USAPictor Labs Inc, Los Angeles, CA USA
机构:
Univ Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Univ Debrecen, Fac Med, ELKH DE Cell Biol & Signaling Res Grp, Debrecen, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Rebenku, Istvan
Bartha, Ferenc A.
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Univ Szeged, Bolyai Inst, Szeged, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Bartha, Ferenc A.
Katona, Tamas
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Univ Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Univ Debrecen, Fac Informat, Dept Data Sci & Visualizat, Debrecen, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Katona, Tamas
Zsebik, Barbara
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Univ Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Univ Debrecen, Fac Med, ELKH DE Cell Biol & Signaling Res Grp, Debrecen, Hungary
Univ Debrecen, Fac Pharm, Dept Biopharm, Debrecen, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Zsebik, Barbara
Antalffy, Geza
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3DHISTECH Ltd, Budapest, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Antalffy, Geza
Takacs, Lili
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机构:
Univ Debrecen, Fac Med, Dept Ophthalmol, Debrecen, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Takacs, Lili
Molnar, Bela
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3DHISTECH Ltd, Budapest, Hungary
Semmelweis Univ, Dept Internal Med & Oncol, Koranyi 2-a, H-1083 Budapest, Hungary
Eotvos Lorand Res Network, Mol Med Res Grp, Budapest, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Molnar, Bela
Vereb, Gyorgy
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Univ Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
Univ Debrecen, Fac Med, ELKH DE Cell Biol & Signaling Res Grp, Debrecen, HungaryUniv Debrecen, Fac Med, Dept Biophys & Cell Biol, Egyet Ter 1, H-4032 Debrecen, Hungary
机构:
Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA 02114 USAMassachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA