Explainable Artificial Intelligence (XAI) has in recent years become a well-suited framework to generate human understandable explanations of ‘black- box’ models. In this paper, a novel XAI visual explanation algorithm known as the Similarity Difference and Uniqueness (SIDU) method that can effectively localize entire object regions responsible for prediction is presented in full detail. The SIDU algorithm robustness and effectiveness is analyzed through various computational and human subject experiments. In particular, the SIDU algorithm is assessed using three different types of evaluations (Application, Human and Functionally-Grounded) to demonstrate its superior performance. The robustness of SIDU is further studied in the presence of adversarial attack on ’black-box’ models to better understand its performance. Our code is available at: https://github.com/satyamahesh84/SIDU_XAI_CODE.


    Zugriff

    Download


    Exportieren, teilen und zitieren



    Titel :

    Visual Explanation of Black-Box Model: Similarity Difference and Uniqueness (SIDU) Method



    Erscheinungsdatum :

    2022-07-01


    Anmerkungen:

    Muddamsetty , S M , Jahromi , M N S , Ciontos , A-E , Montesdeoca Fenoy , L & Moeslund , T B 2022 , ' Visual Explanation of Black-Box Model: Similarity Difference and Uniqueness (SIDU) Method ' , Pattern Recognition , vol. 127 , 108604 . https://doi.org/10.1016/j.patcog.2022.108604



    Medientyp :

    Aufsatz (Zeitschrift)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    Klassifikation :

    DDC:    629




    Similarity Fusion for Visual Tracking

    Zhou, Y. / Bai, X. / Liu, W. et al. | British Library Online Contents | 2016


    Visual Explanation Generation Based on Lambda Attention Branch Networks

    Iida, Tsumugi / Komatsu, Takumi / Kaneda, Kanta et al. | British Library Conference Proceedings | 2023


    Retrieving Images by Similarity of Visual Appearance

    Ravela, S. / Manmatha, R. / IEEE; Computer Society; Technical Committee on PAMI | British Library Conference Proceedings | 1997


    Retrieving images by similarity of visual appearance

    Ravela, S. / Manmatha, R. | IEEE | 1997