4.6 Article

Measuring Domain Shift for Deep Learning in Histopathology

Related references

Note: Only part of the references are listed.
Review Computer Science, Artificial Intelligence

A Review of Domain Adaptation without Target Labels

Wouter M. Kouw et al.

Summary: This review categorizes approaches in domain adaptation into sample-based, feature-based, and inference-based methods, highlighting the importance of conditions for formulating bounds on cross-domain generalization error.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2021)

Article Biotechnology & Applied Microbiology

Unsupervised Domain Adaptation for Classification of Histopathology Whole-Slide Images

Jian Ren et al.

FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY (2019)

Proceedings Paper Computer Science, Artificial Intelligence

Adversarial Domain Adaptation and Pseudo-Labeling for Cross-Modality Microscopy Image Quantification

Fuyong Xing et al.

MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT I (2019)

Article Computer Science, Interdisciplinary Applications

Adversarial Stain Transfer for Histopathology Image Analysis

Aicha BenTaieb et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2018)

Article Computer Science, Artificial Intelligence

Deep visual domain adaptation: A survey

Mei Wang et al.

NEUROCOMPUTING (2018)

Proceedings Paper Computer Science, Theory & Methods

Domain-Adversarial Neural Networks to Address the Appearance Variability of Histopathology Images

Maxime W. Lafarge et al.

DEEP LEARNING IN MEDICAL IMAGE ANALYSIS AND MULTIMODAL LEARNING FOR CLINICAL DECISION SUPPORT (2017)

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)

Proceedings Paper Computer Science, Artificial Intelligence

Domain Generalization for Object Recognition with Multi-task Autoencoders

Muhammad Ghifary et al.

2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV) (2015)

Article Pathology

Color standardization and optimization in Whole Slide Imaging

Yukako Yagi

DIAGNOSTIC PATHOLOGY (2011)