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paperarXivTrust 82 · PrimaryPublished 9d agoLive · 6d ago

WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

Recent advances in field technology have led to a massive influx of in-the-wild video data for ecological science. The primary bottleneck in leveraging this data is the high cost of expert annotation. While computer vision offers a potential solution, current models frequently fail when deployed in complex marine environments. To characterize these failures, we introduce WildFin, a novel benchmark for fish behavior recognition collected and annotated by ecologists.WildFin spans two critical real-world paradigms: stationary cameras monitoring groups of fish and dynamic divers following individu

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  • FuzzyOverlapping authors or contributors · 62%google-research/google-research

    Shared author/contributor keys: sun

  • FuzzyOverlapping authors or contributors · 62%modular/modular

    Shared author/contributor keys: liu

  • FuzzyOverlapping authors or contributors · 62%Zeyi-Lin/HivisionIDPhotos

    Shared author/contributor keys: lin

  • FuzzyOverlapping authors or contributors · 62%hiyouga/LlamaFactory

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  • LinkedLinked via arxiv author · 85%Abigail G. Grassick

    WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

  • LinkedLinked via arxiv author · 85%Jerome Tze-Hou Hsu

    WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

  • LinkedLinked via arxiv author · 85%Ethan Lin

    WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

  • LinkedLinked via arxiv author · 85%Ziang Liu

    WildFin: An In-the-Wild Dataset for Fish Behavioral Recognition

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