Towards Scalable Diagnostic-Driven Whole-Slide Image Retrieval for Pathology Archives

arXiv:2611.07935v2 Announce Type: replace-cross Abstract: The growing adoption of digital pathology has rapidly expanded collections of hematoxylin-and-eosin whole-slide images, yet efficient navigation through these archives remains challenging, as metadata is often inconsistent or unavailable. Content-based image retrieval addresses this challenge by identifying similar cases directly from visual representations instead of manual annotations or metadata. Existing retrieval systems have demonstrated promising performance but largely rely on handcrafted indexing pipelines and predefined sampli

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