Explainable artificial intelligence is crucial for trust-building and gaining insights into machine learning applications, allowing for the identification of improvement opportunities. Recent advances in computer vision have incorporated XAI into object detection, providing explanations to validate system predictions. However, informative artificial intelligence, which focuses on understanding the underlying world behind data, has not been integrated into camouflaged object detection and segmentation research. We propose leveraging the Self-Explaining Decision Architecture alongside localization and ranking techniques to bridge this gap. By combining explainable artificial intelligence with informative artificial intelligence concepts into camouflaged object detection and segmentation, we strive to deepen our understanding of visual cues that undermine camouflage.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Using Informative AI to Understand Camouflaged Object Detection and Segmentation


    Beteiligte:
    Hogue, Debra (Autor:in) / Sharp, Timothy (Autor:in) / Karch, Joseph (Autor:in) / Dolinger, Geoffrey (Autor:in) / Stringer, Alexander (Autor:in) / Schley, Lacey (Autor:in) / Bowersox, Adam (Autor:in) / Weaver, Chris (Autor:in) / Hougen, Dean (Autor:in)


    Erscheinungsdatum :

    2023-10-01


    Format / Umfang :

    5487275 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Betrayed by Motion: Camouflaged Object Discovery via Motion Segmentation

    Lamdouar, Hala / Yang, Charig / Xie, Weidi et al. | British Library Conference Proceedings | 2021


    Betrayed by motion: Camouflaged object discovery via motion segmentation

    Lamdouar, H / Yang, C / Xie, W et al. | BASE | 2020

    Freier Zugriff

    CAMOUFLAGED AIRCRAFT

    JOKHEN DORNVALD / BARTOLOMEUS BIKHLER | Europäisches Patentamt | 2016

    Freier Zugriff

    Detection of Camouflaged Targets in Hyperspectral Images

    Gautam, Asheesh Kumar / Preet, Phool / Rawat, T. S. et al. | Springer Verlag | 2020


    Detection of Camouflaged Targets in Hyperspectral Images

    Gautam, Asheesh Kumar / Preet, Phool / Rawat, T. S. et al. | TIBKAT | 2020