基于DCGAN的脑膜瘤与听神经瘤检测模型优化方法研究

陈静聪, 冉凤伟, 章浩伟, 刘颖

Optimization Methodology for Meningioma and Acoustic Neuroma Detection Model Based on DCGAN

CHEN Jingcong, RAN Fengwei, ZHANG Haowei, LIU Ying

图10 随机的两个（上和下）听神经瘤样本预测结果对比图. (a, d) FPN+ResNet101听神经瘤预测结果; (b, e)传统数据集增强后FPN+ResNet101听神经瘤预测结果; (c, f) DCGAN数据集增强后FPN+ResNet101听神经瘤预测结果

Fig. 10 Comparison of prediction results for two random (upper and lower) acoustic neuroma samples. (a, d) FPN+ResNet101 acoustic neuroma prediction results; (b, e) FPN+ResNet101 acoustic neuroma prediction results using traditional enhancement methods on the dataset; (c, f) FPN+ResNet101 acoustic neuroma prediction results after DCGAN enhancement method on the dataset