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Kyeonghun Kim

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#artificial intelligence Open access Jul 2026

Automated Dental Caries Segmentation in Panoramic Radiographs Using Dual-Stage Deep Learning

A dual-stage deep learning framework combining Faster R-CNN for tooth localization with U-Net for pixel-wise caries segmentation in panoramic radiographs is presented, demonstrating superior accuracy compared to existing methods while significantly reducing false-positive rates.

Jihun Kim, Kyeonghun Kim, Jong-yeol Lee et al. · 0 citations

ProsMAE: Multi-Source MAE Pretraining for ISUP Grade Classification

A multi-source Masked Autoencoder (MAE) framework, named ProsMAE, for histopathology representation learning, which achieved a higher mean validation quadratic weighted kappa (QWK) than the vanilla MAE frozen linear-probe baseline under the evaluated disjoint PANDA split.

Anna Jung, Kyeonghun Kim, Youngung Han et al. · 0 citations

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