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Author

Orhan Ayyıldız

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#diffusion models Open access Sep 2026

Detection-Guided ROI-Constrained Diffusion for Weakly Supervised White Blood Cell Segmentation: A Retrospective Internal and External Dataset Evaluation

Background: Accurate white blood cell (WBC) segmentation is important for quantitative microscopic image analysis, but conventional supervised approaches depend on labor-intensive pixel-level annotations and may exhibit reduced robustness across datasets. This study proposes a detector-guided, region of interest (ROI)-...

Julius Bamwenda, M. S. Özerdem, Orhan Ayyıldız et al. · 0 citations

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