Feature Recovery for Object Understanding After Irreversible Fire Damage

  • 类型：arxiv
  • 标识：2609.12078
  • 链接：https://arxiv.org/abs/2609.12078
  • 主分类：evaluation
  • 形态：benchmark
  • 被引：0
  • 被引来源：Semantic Scholar + OpenAlex
  • S2被引：0
  • OpenAlex被引：0
  • 影响力被引：0
  • TLDR：The Feature Recovery Module (FRM), a plug-and-play module that maps degraded encoder features to pristine-aligned representations while keeping the host frozen, is proposed, which improves scene-level detection, CLIP/SigLIP2 feature recovery, and all four object-level VLM tasks, with larger gains under more severe degradation.
  • OpenAlex ID：W7212956589
  • OpenAlex DOI：10.48550/arxiv.2609.12078
  • DOI：10.48550/arxiv.2609.12078
  • DOI来源：OpenAlex
  • 开放获取：green
  • 开放获取链接：https://doi.org/10.48550/arxiv.2609.12078
  • OpenAlex更新：2026-09-16
  • 待LLM分类：否
  • 标题中文：Feature Recovery for Object Understanding After Irreversible Fire Damage
  • TLDR中文：提出即插即用的 Feature Recovery Module (FRM)，可在保持宿主网络冻结的前提下，将退化编码器特征映射到与干净图像对齐的表征；该模块提升了场景级检测、CLIP/SigLIP2 特征恢复以及全部四项物体级 VLM 任务，且退化越严重增益越大。
  • 来源文件：
  • /inbox/tom/_candidates/2026-09-15-rag-retrieval-reranking-candidates.json
  • /inbox/tom/_candidates/2026-09-15-agent-rag-longcontext-candidates.json
  • [OpenAlex backfill]
  • [S2 enrich]