QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration
All-in-one image restoration aims to recover clean images degraded by multiple corruption types using a single unified model. Existing methods typically rely on image-level prompts or shared guidance to handle diverse degradations. However, such a paradigm becomes inadequate when degradations are spatially heterogeneous or even coexist in mixed forms within a single image. Yet spatially adaptive guidance alone is not sufficient, since accurate restoration also requires each spatial query to reliably aggregate complementary information from local neighborhoods and global contexts. To this end,
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%Tongyi-MAI/Z-Image-Turbo →
“Fuzzy title match (0.73): “QuReC: All-in-One Image Restoration with Query-Specific Guid” ≈ “Tongyi-MAI/Z-Image-Turbo””
- FuzzySimilar title/name (fuzzy) · 84%mudler/LocalAI →
“Fuzzy title match (0.92): “QuReC: All-in-One Image Restoration with Query-Specific Guid” ≈ “mudler/LocalAI””
- FuzzyOverlapping authors or contributors · 62%sgl-project/sglang →
“Shared author/contributor keys: zhou”
- LinkedLinked via arxiv author · 85%Keshen Zhou →
“QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration”
- LinkedLinked via arxiv author · 85%Jinghui Zhang →
“QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration”
- LinkedLinked via arxiv author · 85%Wenbo Huang →
“QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration”
- LinkedLinked via arxiv author · 85%Xuwei Qian →
“QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration”
- LinkedLinked via arxiv author · 85%Zhen Wu →
“QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration”