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.

Method

Hair removal algorithm by Huang et al. Implementation provided by the authors. Huang, Adam, et al. "A robust hair segmentation and removal approach for clinical images of skin lesions." 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE, 2013.

Results

Sample	Vifp	Uqi	Msssim	P hvs m	P hvs	Mse	Ssim	Psnr	Rmse
IMD006	0.976	0.999	0.933	34.007	33.210	33.481	0.810	32.883	5.786
IMD010	0.967	0.997	0.910	32.285	31.281	52.674	0.776	30.915	7.258
IMD017	0.973	0.997	0.948	33.817	32.863	35.611	0.826	32.615	5.967
IMD018	0.979	0.999	0.937	34.653	33.840	71.773	0.818	29.571	8.472
IMD019	0.965	0.998	0.908	29.355	28.568	71.582	0.786	29.583	8.461
IMD020	0.952	0.997	0.871	27.260	26.684	132.544	0.772	26.907	11.513
IMD030	0.973	0.999	0.937	30.082	29.320	57.620	0.816	30.525	7.591
IMD033	0.969	0.998	0.935	32.965	32.022	40.516	0.799	32.055	6.365
IMD044	0.932	0.991	0.847	27.709	27.125	110.178	0.695	27.710	10.497
IMD050	0.977	0.998	0.940	34.441	33.642	29.144	0.806	33.485	5.399
IMD061	0.961	0.997	0.934	29.582	28.495	125.806	0.801	27.134	11.216
IMD063	0.969	0.997	0.946	28.231	27.658	87.606	0.802	28.705	9.360
IMD075	0.966	0.995	0.911	26.170	25.612	122.341	0.765	27.255	11.061
Mean	0.966	0.997	0.920	30.812	30.025	74.683	0.790	29.949	8.380