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

Toossi

Hair removal algorithm by Toossi et al. Implementation provided by the authors. Toossi, Mohammad Taghi Bahreyni, et al. "An effective hair removal algorithm for dermoscopy images." Skin Research and Technology 19.3 (2013): 230-235.

Results

Sample	Vifp	Uqi	Msssim	P hvs m	P hvs	Mse	Ssim	Psnr	Rmse
IMD006	0.964	0.998	0.890	29.316	28.807	62.440	0.810	30.176	7.902
IMD010	0.961	0.997	0.880	29.349	28.597	100.956	0.798	28.089	10.048
IMD017	0.956	0.994	0.914	28.921	28.299	68.982	0.812	29.743	8.306
IMD018	0.970	0.998	0.898	28.395	27.949	113.634	0.827	27.576	10.660
IMD019	0.961	0.997	0.906	27.856	27.202	91.594	0.812	28.512	9.570
IMD020	0.952	0.997	0.871	27.260	26.684	132.544	0.772	26.907	11.513
IMD030	0.960	0.996	0.914	29.035	28.339	79.211	0.797	29.143	8.900
IMD033	0.954	0.997	0.884	27.939	27.315	93.278	0.776	28.433	9.658
IMD044	0.952	0.994	0.921	29.693	29.082	78.674	0.839	29.172	8.870
IMD050	0.966	0.997	0.889	30.080	29.622	55.452	0.813	30.692	7.447
IMD061	0.931	0.993	0.850	26.428	25.550	168.469	0.716	25.866	12.980
IMD063	0.956	0.994	0.923	28.757	28.174	81.598	0.807	29.014	9.033
IMD075	0.962	0.995	0.921	28.315	27.638	80.600	0.798	29.067	8.978
Mean	0.957	0.996	0.897	28.565	27.943	92.879	0.798	28.645	9.528