BudgetPix: Compute-Adaptive Tokenization for Pixel-Space Image Diffusion

  • 类型:arxiv
  • 标识:2610.12307
  • 链接:https://arxiv.org/abs/2610.12307
  • 主分类:multimodal
  • 形态:method
  • 被引:0
  • 被引来源:Semantic Scholar
  • S2被引:0
  • 影响力被引:0
  • TLDR:BudgetPix is an adaptive tokenization framework that dynamically allocates compute based on visual complexity and spatial layout, enabling flexible computational budgeting at inference time and establishes a significantly improved quality-efficiency tradeoff over prior budget-adaptive baselines.
  • 副分类:llm-infra
  • 待LLM分类:否
  • 标题中文:BudgetPix:面向像素空间图像扩散的计算自适应 tokenization
  • TLDR中文:BudgetPix 是一种自适应 tokenization 框架,能够根据视觉复杂度与空间布局动态分配算力,支持推理时的灵活计算预算,并在质量-效率权衡上显著优于既有的预算自适应基线。
  • 来源文件:
  • /inbox/tom/_candidates/2026-10-13-rag-retrieval-reranking-candidates.json
  • /inbox/tom/_candidates/2026-10-13-agent-rag-longcontext-candidates.json
  • [S2 enrich]