Open Access

表1

卷积自编码器模型结构

层级 输出维度 参数规模
Conv2D (128, 128, 64) 1 792
MaxPooling2D (64, 64, 64) 0
Conv2D_1 (64, 64, 32) 18 464
MaxPooling2D_1 (32, 32, 32) 0
Conv2D_2 (32, 32, 16) 4 624
MaxPooling2D_2 (16, 16, 16) 0
Conv2D_3 (16, 16, 8) 1 160
MaxPooling2D_3 (8, 8, 8) 0
UpSampling2D (16, 16, 8) 0
Conv2D_4 (16, 16, 8) 584
UpSampling2D_1 (32, 32, 8) 0
Conv2D_5 (32, 32, 16) 1 168
UpSampling2D_2 (64, 64, 16) 0
Conv2D_6 (64, 64, 32) 4 640
UpSampling2D_3 (128, 128, 32) 0
Conv2D_7 (128, 128, 64) 18 496
Conv2D_8 (128, 128, 3) 1 731

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