{
  "id": 4424,
  "url": "https://arxiv.org/abs/2605.12929v2",
  "title": "Anatomy-Slot: Unsupervised Anatomical Factorization for Homologous Bilateral Reasoning in Retinal Diagnosis",
  "summary": "Retinal diagnosis is inherently bilateral: clinicians compare homologous structures across eyes (e.g., optic disc asymmetry), yet most deep models operate on monocular representations. We investigate whether explicit structural correspondence improves diagnosis, and propose Anatomy-Slot to operationalize this hypothesis. Anatomy-Slot introduces an unsupervised anatomical bottleneck by decomposing patch tokens into a set of emergent, structurally-coherent slots that correspond to anatomical regio",
  "authors": "Yingzhe Ma, Xiao Yang, Yuguo Yin, Zheyu Wang",
  "category": "research",
  "topics": "healthcare,finance-investment",
  "orgs": null,
  "regions": null,
  "published_at": "2026-05-13T03:04:31.000Z",
  "fetched_at": "2026-07-14T16:30:59.237Z",
  "source_slug": "arxiv-ethics",
  "source_name": "arXiv",
  "source_homepage": "https://arxiv.org",
  "ethics_ai_record_url": "https://ethics.ai/record/4424",
  "original_url": "https://arxiv.org/abs/2605.12929v2",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}