4.7 Article

The utility of color normalization for AI-based diagnosis of hematoxylin and eosin-stained pathology images

Related references

Note: Only part of the references are listed.
Article Multidisciplinary Sciences

The impact of site-specific digital histology signatures on deep learning model accuracy and bias

Frederick M. Howard et al.

Summary: Deep learning models trained on TCGA can predict various features directly from histology, but site-specific histologic signatures may introduce bias into the accuracy estimates of these models.

NATURE COMMUNICATIONS (2021)

Proceedings Paper Acoustics

Structure-Preserving Multi-domain Stain Color Augmentation Using Style-Transfer with Disentangled Representations

Sophia J. Wagner et al.

Summary: In digital pathology, color variations can affect the training and testing domains of whole-slide images, and stain normalization techniques and color augmentation techniques can mitigate these effects and improve testing performance.

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2021, PT VIII (2021)

Article Biochemical Research Methods

SciPy 1.0: fundamental algorithms for scientific computing in Python

Pauli Virtanen et al.

NATURE METHODS (2020)

Article Computer Science, Interdisciplinary Applications

Stain Color Adaptive Normalization (SCAN) algorithm: Separation and standardization of histological stains in digital pathology

Massimo Salvi et al.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2020)

Article Computer Science, Interdisciplinary Applications

Class-Agnostic Weighted Normalization of Staining in Histopathology Images Using a Spatially Constrained Mixture Model

Sobhan Shafiei et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2020)

Article Computer Science, Interdisciplinary Applications

Adaptive color deconvolution for histological WSI normalization

Yushan Zheng et al.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE (2019)

Article Biochemistry & Molecular Biology

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

Gabriele Campanella et al.

NATURE MEDICINE (2019)

Article Computer Science, Interdisciplinary Applications

Adversarial Stain Transfer for Histopathology Image Analysis

Aicha BenTaieb et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2018)

Article Biochemistry & Molecular Biology

Classification and mutation prediction from non-small cell lung cancer histopathology images using deep learning

Nicolas Coudray et al.

NATURE MEDICINE (2018)

Article Medicine, General & Internal

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

Babak Ehteshami Bejnordi et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2017)

Article Computer Science, Interdisciplinary Applications

Stain Specific Standardization of Whole-Slide Histopathological Images

Babak Ehteshami Bejnordi et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2016)

Article Computer Science, Interdisciplinary Applications

Structure-Preserving Color Normalization and Sparse Stain Separation for Histological Images

Abhishek Vahadane et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2016)

Article Radiology, Nuclear Medicine & Medical Imaging

A method for normalizing pathology images to improve feature extraction for quantitative pathology

Allison Tam et al.

MEDICAL PHYSICS (2016)

Article Engineering, Biomedical

A Complete Color Normalization Approach to Histopathology Images Using Color Cues Computed From Saturation-Weighted Statistics

Xingyu Li et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2015)

Article Engineering, Biomedical

A Nonlinear Mapping Approach to Stain Normalization in Digital Histopathology Images Using Image-Specific Color Deconvolution

Adnan Mujahid Khan et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2014)

Article Computer Science, Interdisciplinary Applications

Blind Color Decomposition of Histological Images

Milan Gavrilovic et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2013)

Article Multidisciplinary Sciences

The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups

Christina Curtis et al.

NATURE (2012)

Article Pathology

Color standardization and optimization in Whole Slide Imaging

Yukako Yagi

DIAGNOSTIC PATHOLOGY (2011)

Article Computer Science, Software Engineering

Color transfer between images

E Reinhard et al.

IEEE COMPUTER GRAPHICS AND APPLICATIONS (2001)