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English(EN) PailitaoGR: Latent Think-with-Images for Generative Image Retrieval

PailitaoGR方法通过关注目标和辅助证据增强生成式图像检索能力 · 跟踪2个来源

研究人员推出了一种新颖的生成式图像检索方法PailitaoGR,该方法增强了模型关注搜索目标和选择性利用辅助视觉信息的能力。该方法旨在克服现实世界图像搜索中查询图像包含多样化且有时不相关内容的挑战。实验表明,PailitaoGR的性能显著优于现有方法,平均提升了13.8%。该方法结合了目标导向感知机制和选择性辅助证据利用机制,实现了“无需裁剪的缩放”和“无需OCR的阅读”等功能。 AI

影响 该方法可以通过更好地处理复杂的查询图像来提高图像搜索系统的准确性和效率。

排序理由 该集群描述了一篇发表在arXiv上的研究论文,详细介绍了一种新的生成式图像检索方法。

在 arXiv cs.AI 阅读 →

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PailitaoGR方法通过关注目标和辅助证据增强生成式图像检索能力 · 跟踪2个来源

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该集群描述了一篇发表在arXiv上的研究论文,详细介绍了一种新的生成式图像检索方法。
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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Xiaomeng Fan, Yueran Liu, Shengyu Zhou, Chenghan Fu, Wanxian Guan, Feng Li, Chuan Yu, Jian Xu, Bo Zheng ·

    PailitaoGR: 潜思图像生成图像检索

    arXiv:2608.26658v1 Announce Type: cross Abstract: Generative retrieval has demonstrated strong performance by directly generating product semantic identifiers (SIDs). Extending this paradigm to image search, however, is nontrivial because real-world query images contain diverse i…

  2. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Bo Zheng ·

    PailitaoGR: 潜思图像生成图像检索

    Generative retrieval has demonstrated strong performance by directly generating product semantic identifiers (SIDs). Extending this paradigm to image search, however, is nontrivial because real-world query images contain diverse information, including the search target, useful au…