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English(EN) OmniRetriever: Any-to-Any Audio-Video-Text Retrieval via Fusion-as-Teacher Distillation

OmniRetriever-7B 通过融合蒸馏技术推进音频-视频-文本检索

研究人员推出 OmniRetriever-7B,这是一款专为跨音频、视频和文本模态的任意到任意检索设计的新模型。该模型采用新颖的 Fusion-as-Teacher 蒸馏技术来改进联合表示学习。在六个基准的评估中,OmniRetriever-7B 在零样本检索任务上的表现优于 Gemini Embedding 2。 AI

影响 增强了跨模态检索能力,可能改进多模态 RAG 系统和搜索功能。

排序理由 该集群描述了一篇关于新模型和多模态检索基准的最新研究论文。

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

OmniRetriever-7B 通过融合蒸馏技术推进音频-视频-文本检索

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该集群描述了一篇关于新模型和多模态检索基准的最新研究论文。
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报道来源 [3]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    OmniRetriever:通过 Fusion-as-Teacher 蒸馏实现任意到任意的音视频文本检索

    Unified multimodal embedding spaces have become the standard interface for cross-modal retrieval and multimodal RAG, and recent audio-video-text (AVT) encoders extend this setting to three modalities. Such encoders can produce a joint (T,V,A) embedding whenever all three modaliti…

  2. arXiv cs.CV TIER_1 English(EN) · Yunze Liu, Chi-Hao Wu, Enmin Zhou, Junxiao Shen ·

    OmniRetriever:通过 Fusion-as-Teacher 蒸馏实现任意到任意的音视频文本检索

    arXiv:2605.26641v1 Announce Type: new Abstract: Unified multimodal embedding spaces have become the standard interface for cross-modal retrieval and multimodal RAG, and recent audio-video-text (AVT) encoders extend this setting to three modalities. Such encoders can produce a joi…

  3. arXiv cs.CV TIER_1 English(EN) · Junxiao Shen ·

    OmniRetriever:通过 Fusion-as-Teacher 蒸馏实现任意到任意的音视频文本检索

    Unified multimodal embedding spaces have become the standard interface for cross-modal retrieval and multimodal RAG, and recent audio-video-text (AVT) encoders extend this setting to three modalities. Such encoders can produce a joint (T,V,A) embedding whenever all three modaliti…