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Research questionHow can automated palynomorph detection scale to whole-slide multifocal microscopy images?Manual inspection of multifocal whole-slide images is too slow for large-scale palynological studies. The images must be made tractable for automated analysis without losing detections across the full slide.
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Computer Vision
Image & Video Processing
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Latest papersRecent research connected to this question, newest first.Scalable Detection of Fossil Palynomorphs in Multifocal Digital Microscopy ImagesThe source presents a pipeline for detecting palynomorphs such as pollen, spores, and dinoflagellates in whole-slide images. It reports benchmarking modern object detectors, detection-output synthesis, image I/O optimization, an AP@50 of 0.879, and reducing analysis time from days of manual work to under one hour per slide.research paper · Sep 4, 2026
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