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Jinyong Jun

2 papers indexed

arxivcs.CV2026-07-13

Anatomy-Privileged Distillation with Token Routing for MRI-Based Prediction of Perineural Invasion

Hyunsu Go, Youngung Han, Kyeonghun Kim, Junga Kim, Dohyun Kweon, Jinyong Jun, et al.

Perineural invasion (PNI) is associated with poor postoperative outcomes in intrahepatic cholangiocarcinoma, but it is confirmed by surgical pathology. Existing preoperative imaging models often rely on radiologist-defined variables, contrast-enhanced imaging, or manual annotatio…

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arxivcs.CVcs.LG2026-07-13

Adaptive Routing for Efficient Diffusion Transformer-Based PNI Prediction

Youngung Han, Dohyun Kweon, Kyeonghun Kim, Hyunsu Go, Jina Jeong, Suah Park, et al.

Perineural invasion (PNI) is a critical prognostic factor in cholangiocarcinoma. However, its preoperative prediction from magnetic resonance imaging (MRI) remains challenging due to subtle imaging features that extend beyond tumor boundaries into surrounding regions. Conventiona…

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