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.

Method

Lee (Dullrazor)

Dullrazor®, a hair removal algorithm by Lee et al. Lee, Tim, et al. "Dullrazor®: A software approach to hair removal from images." Computers in biology and medicine 27.6 (1997): 533-543.

Results

Sample	Vifp	Uqi	Msssim	P hvs m	P hvs	Mse	Ssim	Psnr	Rmse
IMD006	0.981	0.999	0.966	37.462	36.135	20.918	0.855	34.926	4.574
IMD010	0.971	0.998	0.942	32.783	31.588	52.734	0.831	30.910	7.262
IMD017	0.975	0.998	0.970	36.316	34.840	24.645	0.864	34.213	4.964
IMD018	0.982	0.999	0.959	38.803	37.239	58.624	0.848	30.450	7.657
IMD019	0.973	0.999	0.945	31.240	30.264	49.993	0.849	31.142	7.071
IMD020	0.974	0.999	0.962	36.727	34.851	61.126	0.833	30.269	7.818
IMD030	0.975	0.999	0.950	30.577	29.768	57.665	0.838	30.522	7.594
IMD033	0.971	0.999	0.954	34.438	33.081	36.028	0.833	32.564	6.002
IMD044	0.960	0.997	0.952	32.890	31.902	53.355	0.843	30.859	7.304
IMD050	0.980	0.999	0.961	33.280	32.670	41.721	0.846	31.927	6.459
IMD061	0.955	0.995	0.926	25.569	24.867	206.683	0.795	24.978	14.376
IMD063	0.972	0.997	0.963	28.846	28.231	78.056	0.832	29.207	8.835
IMD075	0.971	0.997	0.945	26.734	26.157	107.530	0.817	27.816	10.370
Mean	0.972	0.998	0.953	32.743	31.661	65.314	0.837	30.752	7.714