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paperarXivTrust 82 · PrimaryPublished 9d agoLive · 9d ago

What Images Cannot Say: Language-Guided Olfactory Representation Learning

Images tell us what a scene looks like, but rarely what it would feel like to be there. While recent datasets pair visual scenes with electronic-nose measurements, aligning smell signals with images remains challenging because many olfactory cues arise from contextual environmental factors that are not directly visible in pixels. We introduce SCENT, a multimodal framework that uses language guidance as a semantic bridge between vision and olfaction. Our approach leverages Vision-Language Models (VLMs) to generate scene descriptors capturing objects, environmental context, and plausible ambient

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  • LinkedLinked via arxiv author · 85%Eleftherios Tsonis

    What Images Cannot Say: Language-Guided Olfactory Representation Learning

  • LinkedLinked via arxiv author · 85%Junxi Wang

    What Images Cannot Say: Language-Guided Olfactory Representation Learning

  • LinkedLinked via arxiv author · 85%Vicky Kalogeiton

    What Images Cannot Say: Language-Guided Olfactory Representation Learning

  • FuzzyOverlapping authors or contributors · 62%bytedance/deer-flow

    Shared author/contributor keys: wang

  • FuzzyOverlapping authors or contributors · 62%ray-project/ray

    Shared author/contributor keys: wang

  • FuzzySimilar title/name (fuzzy) · 59%aymericdamien/TopDeepLearning

    Fuzzy title match (0.73): “What Images Cannot Say: Language-Guided Olfactory Representa” ≈ “aymericdamien/TopDeepLearning”

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