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[MICCAI2019] Overfitting of neural nets under class imbalance: Analysis and improvements for segment
時間 2021-01-12
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MICCAI2019
overfitting
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作者單位: Zeju Li,Biomedical Image Analysis Group, Imperial College London 分析 在前景比較少(類別不平衡)的分割場景中,逐步減少訓練數據量,作者發現precision穩定,sensitivity下降明顯。 作者進一步可視化分類層的輸出,發現1、前景離決策面太近,背景離決策面較遠;2、隨訓練數據量減少,前景train和test的均值
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