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ダイナミックデータバランス戦略ベースのXception-dual-channel LSTMモデル

Mingzhou Liu1, Feiya Duan1, Lin Ling2

  • 1School of Mechanical Engineering, Hefei University of Technology, Hefei, Anhui, China.

International journal of computer assisted radiology and surgery
|September 7, 2025
PubMed
まとめ

この研究では,腹腔鏡による胆小胞外切除の段階認識を改善するために,ダイナミックなデータバランスを持つXception双チャンネルLSTMモデルを導入します. この新しいアプローチは,時間的な特徴の学習を高め,クラス不均衡に対処し,モデルの全体的なパフォーマンスを向上させます.

キーワード:
コレチステクトミー階級の不均衡動的データバランス時間的な特徴Xセプション・デュアルチャネルLSTM

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