基于改进CycleGAN的多失真类型水下图像增强

吕振鸣,董绍江,夏宗佑,牟小燕,王明权

Multi-distortion type underwater image enhancement based on improved CycleGAN

Zhenming LV,Shaojiang DONG,Zongyou XIA,Xiaoyan MOU,Mingquan WANG

表 8 损失函数消融实验的定量评估

Tab.8 Quantitative evaluation of loss function ablation experiment

消融实验 PSNR SSIM UIQM UCIQE w/o ${L_{\rm{GAN}}}$ 18.8323 0.7343 2.8436 0.3734 w/o SSIM Loss 21.6862 0.7858 2.9832 0.4445 MGCycleGAN 23.1957 0.8323 3.5966 0.4528