基于生成式对抗网络和多级小波包卷积网络的水下图像增强算法
温佩芝,陈君谋,肖雁南,温雅媛,黄文明

Underwater image enhancement algorithm based on GAN and multi-level wavelet CNN
Pei-zhi WEN,Jun-mou CHEN,Yan-nan XIAO,Ya-yuan WEN,Wen-ming HUANG
表 1 本研究算法和其他算法在URPC数据集上的各项指标对比
Tab.1 Comparison of indicators between proposed algorithm and other algorithms in URPC dataset
算法 UIQM UCIQE NIQE
原始图像 2.787 0.432 6.973
IBLA 2.612 0.558 7.220
UDCP 2.073 0.523 6.924
ULAP 2.394 0.524 6.717
RGHS 2.752 0.575 7.164
Sea-thru 3.022 0.533 6.844
UWGAN 2.981 0.490 6.225
FunieGAN 3.054 0.494 10.300
FunieGAN-up 2.915 0.479 7.744
本研究算法 3.341 0.525 5.866
本研究算法-无色彩校正 3.021 0.497 5.988