Abstract: Highlights•Compilation and study of articles combining XAI and foundation models in vision.•Identification of trends in XAI evaluation methodologies for these approaches.•Analysis of emerging implications of the integration of foundation models into XAI.•Highlighting key challenges and future directions for advancing the domain.
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