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This Special Issue focuses on the use of machine learning algorithms in image understanding and analysis. Topics of interest include deep neural networks, graph-based algorithms, and explainable AI models. Submissions are encouraged to offer new insights into image analysis using machine learning. Manuscripts should be submitted online and will undergo a single-blind peer-review process.