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