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

Xie

Hair removal algorihm by Xie et al. Implementation provided by the authors Xie, Feng-Ying, et al. "PDE-based unsupervised repair of hair-occluded information in dermoscopy images of melanoma." Computerized Medical Imaging and Graphics 33.4 (2009): 275-282.

Results

Sample	Vifp	Uqi	Msssim	P hvs m	P hvs	Mse	Ssim	Psnr	Rmse
IMD006	0.981	0.999	0.964	38.082	36.763	19.831	0.858	35.157	4.453
IMD010	0.971	0.997	0.928	31.409	30.617	55.898	0.835	30.657	7.476
IMD017	0.976	0.998	0.970	36.911	35.578	22.790	0.866	34.553	4.774
IMD018	0.981	0.999	0.960	37.616	36.368	23.648	0.848	34.393	4.863
IMD019	0.973	0.999	0.940	30.956	30.135	51.373	0.853	31.023	7.167
IMD020	0.975	0.999	0.960	37.274	35.498	29.561	0.840	33.424	5.437
IMD030	0.977	0.999	0.972	37.842	36.295	23.671	0.847	34.389	4.865
IMD033	0.976	0.999	0.961	36.392	35.070	27.696	0.851	33.707	5.263
IMD044	0.970	0.998	0.972	37.093	35.577	27.085	0.874	33.804	5.204
IMD050	0.980	0.999	0.960	35.725	34.877	28.814	0.846	33.535	5.368
IMD061	0.967	0.998	0.964	34.594	33.186	39.240	0.839	32.194	6.264
IMD063	0.973	0.997	0.970	38.218	36.686	23.189	0.842	34.478	4.816
IMD075	0.974	0.997	0.967	36.416	35.078	29.230	0.830	33.473	5.406
Mean	0.975	0.998	0.961	36.041	34.748	30.925	0.848	33.445	5.489