Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Multimarginal Wasserstein Barycenter for Stain Normalization and
  Augmentation   Variations in hematoxylin and eosin (H&E) stained images (due to clinical lab
protocols, scanners, etc) directly impact the quality and accuracy of clinical
diagnosis, and hence it is important to control for these variations for a
reliable diagnosis. In this work, we present a new approach based on the
multimarginal Wasserstein barycenter to normalize and augment H&E stained
images given one or more references. Specifically, we provide a mathematically
robust way of naturally incorporating additional images as intermediate
references to drive stain normalization and augmentation simultaneously. The
presented approach showed superior results quantitatively and qualitatively as
compared to state-of-the-art methods for stain normalization. We further
validated our stain normalization and augmentations in the nuclei segmentation
task on a publicly available dataset, achieving state-of-the-art results
against competing approaches.

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The categories of this paper are: nucl-th
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The categories of this paper are: solv-int
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The categories of this paper are: cond-mat
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The categories of this paper are: nucl-ex
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The categories of this paper are: cmp-lg
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The categories of this paper are: atom-ph
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The categories of this paper are: hep-ph
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The categories of this paper are: gr-qc
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The categories of this paper are: stat
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The categories of this paper are: q-fin
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The categories of this paper are: comp-gas
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The categories of this paper are: physics
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The categories of this paper are: chem-ph
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The categories of this paper are: math
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The categories of this paper are: chao-dyn
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The categories of this paper are: bayes-an