Research Article

Infrared Image Deblurring Based on Generative Adversarial Networks

Table 2

The layer structure and parameters of the discriminator.

Layer (type)Output shapeParameters

Conv2d-1[−1, 64, 128, 128]1,792
LeakyReLU-2[−1, 64, 128, 128]0
Conv2d-3[−1, 128, 64, 64]73,856
InstanceNorm2d-4[−1, 128, 64, 64]0
LeakyReLU-5[−1, 128, 64, 64]0
Conv2d-6[−1, 256, 32, 32]295,168
InstanceNorm2d-7[−1, 256, 32, 32]0
LeakyReLU-8[−1, 256, 32, 32]0
Conv2d-9[−1, 512, 31, 31]1,180,160
InstanceNorm2d-10[−1, 512, 31, 31]0
LeakyReLU-11[−1, 512, 31, 31]0
Conv2d-12[−1, 1, 30, 30]4,609