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dense perception 1language-image pretraining 1open-vocabulary detection 1spatial attention 1synonym consistency 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CV2026

SynCLIP: Synonym-Coherent Language-Image Pretraining for Robust Open-Vocabulary Dense Perception

Mingjie Xie, Guangjun He, Dongli Xu +5

The paper introduces SynCLIP, a language‑image pretraining framework that aligns spatial attention across synonymous textual expressions to improve the robustness of open‑vocabular…