UniH^3: Unifying Hierarchical Homogeneity and Heterogeneity for All-in-One Medical Image Restoration

  • 类型:arxiv
  • 标识:2609.11156
  • 链接:https://arxiv.org/abs/2609.11156
  • 主分类:engineering
  • 形态:method
  • 被引:0
  • 被引来源:Semantic Scholar
  • S2被引:0
  • 影响力被引:0
  • TLDR:UniH3, a novel framework that Unifies Hierarchical Homogeneity and Heterogeneity and Heterogeneity for all-in-one medical image restoration, is proposed and extensive experiments on two large-scale benchmarks demonstrate that UniH3 achieves state-of-the-art performance on both all-in-one and single-task medical image restoration.
  • 待LLM分类:否
  • 标题中文:UniH^3:面向全能医学图像复原的层次同质性与异质性统一
  • TLDR中文:提出 UniH3,一个统一层次同质性与异质性的全新框架,用于一体化医学图像修复,在两个大规模基准上的大量实验表明 UniH3 在一体化和单任务医学图像修复上均达到 SOTA 性能。
  • 来源文件:
  • /inbox/tom/_candidates/2026-09-11-agent-rag-longcontext-candidates.json
  • [S2 enrich]