PEC-CIR reframes zero-shot composed image retrieval as a multi-stage Planner-Executor-Critic process to reduce generative errors and improve retrieval stability.
Multimodal reasoning agent for zero-shot composed image retrieval
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
Proposes PDF, a hierarchical multi-agent Perception-to-Deliberation Framework that adds experience self-evolution and test-time scaling to composed image retrieval, claiming SOTA on CIRR, CIRCO, and FashionIQ.
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Thinking Before Retrieving: Robust Zero-Shot Composed Image Retrieval via Strategic Planning and Self-Criticism
PEC-CIR reframes zero-shot composed image retrieval as a multi-stage Planner-Executor-Critic process to reduce generative errors and improve retrieval stability.