Reconstructed holograms and explanation-aware evaluation for low-cost computational pollen analysis in veterinary cytology

Automated pollen analysis supports veterinary cytology, but brightfield microscopy is costlier and more complex than lens-less digital in-line holographic microscopy. We evaluate whether reconstructed holograms can narrow this gap and whether model explanations remain reliable under modality change.