Benchmark Hair Removal (GAN)

Hair Removal (GAN)

Hair Removal benchmark using hairless samples from the PH2 database and the GAN-based deep neural network by Attia et al. to simulate hair on them.
Input data
DataImageRGB
hair_GAN
Output data
DataImageRGB
hairless_image

Results

Method Mean VIFP Mean UQI Mean MSSSIM Mean P HVS M Mean P HVS Mean MSE Mean SSIM Mean PSNR Mean RMSE
Xie 0.975 0.998 0.961 36.041 34.748 30.925 0.848 33.445 5.489
Abbas 0.958 0.996 0.899 28.501 27.893 93.703 0.805 28.619 9.563
Lee (Dullrazor) 0.972 0.998 0.953 32.743 31.661 65.314 0.837 30.752 7.714
Huang 0.966 0.997 0.920 30.812 30.025 74.683 0.790 29.949 8.380
Toossi 0.957 0.996 0.897 28.565 27.943 92.879 0.798 28.645 9.528
Hair Removal 0.969 0.998 0.942 32.084 31.087 65.501 0.820 30.462 7.868