Color Normalization

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Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (23 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• NCT-CRC-HE: Not All Histopathological Datasets Are Equally Useful
  17 Sep 2024 1 repository listed
  Moreover, we show that a basic EfficientNet-B0 ImageNet pretrained model can achieve over 97.
• Self-supervised Vision Transformer are Scalable Generative Models for Domain Generalization
  3 Jul 2024 1 repository listed
  To this end, we propose a novel generative method for domain generalization in histopathology images.
• Neural Preset for Color Style Transfer
  23 Mar 2023 1 repository listed
  In this paper, we present a Neural Preset technique to address the limitations of existing color style transfer methods, including visual artifacts, vast memory requirement, and slow style switching speed.
• Quantifying the effect of color processing on blood and damaged tissue detection in Whole Slide Images
  26 Sep 2022 1 repository listed
  Since blood and damaged tissue have subtle color differences, we assess the impact of color processing methods on the binary classification performance of five well-known architectures.
• Structure-Preserving Multi-Domain Stain Color Augmentation using Style-Transfer with Disentangled Representations
  26 Jul 2021 1 repository listed
  Alternatively, color augmentation can be applied during training leading to a more robust model without the extra step of color normalization at test time.
• Fast GPU-Enabled Color Normalization for Digital Pathology
  10 Jan 2019 1 repository listed
  Normalizing unwanted color variations due to differences in staining processes and scanner responses has been shown to aid machine learning in computational pathology.
• Regularized Discrete Optimal Transport
  21 Jul 2013 1 repository listed
  The resulting transportation plan can be used as a color transfer map, which is robust to mass variation across images color palettes.