A hybrid self-supervised teacher–student model for predicting neurovascular bundle preservation in prostatectomy videos

Incorporating representation learning through self-distillation, classification, and reconstruction provides complementary signals that enhance the prediction of NVB preservation. Our Hybrid T-S model can assist surgeons in real decision-making and improve patient recovery.

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Publication Details

Journal
International Journal of Computer Assisted Radiology and Surgery
Published
2026-02-12
DOI
https://doi.org/10.1007/s11548-025-03544-5
Primary Topic
Prostate Cancer Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00
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article

A hybrid self-supervised teacher–student model for predicting neurovascular bundle preservation in prostatectomy videos

Satoshi Ando, Hiroshi Kawahira, Yukihiro Nomura, Huitao Wang et al.
International Journal of Computer Assisted Radiology and Surgery
Prostate Cancer Diagnosis and Treatment
article

A hybrid self-supervised teacher–student model for predicting neurovascular bundle preservation in prostatectomy videos

Satoshi Ando, Hiroshi Kawahira, Yukihiro Nomura, Huitao Wang, Hayato Hoshina, Diego Andrés del Aguila Moraga, Toshiya Nakaguchi
article en

Abstract

Incorporating representation learning through self-distillation, classification, and reconstruction provides complementary signals that enhance the prediction of NVB preservation. Our Hybrid T-S model can assist surgeons in real decision-making and improve patient recovery.

International Journal of Computer Assisted Radiology and Surgery
Jichi Medical University (JP), Chiba University (JP)
Quality Education
Openalex Percentile: Top 59%
Prostate Cancer Diagnosis and Treatment
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