Compressed Face Hallucination

Supplementary material.

Trained edge priors

Distance as 0	Distance as 1.0	Distance as 1.4	Distance as 2.0
Distance as 2.2	Distance as 2.8	Distance as 3.0	Distance as 3.1

More experimental results

Abhishek_Bachan_0011_1

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	29.763	27.267	29.139	29.176	29.221	29.945	Inf
	SSIM	0.839	0.657	0.845	0.804	0.845	0.864	1.000
Q=50
	PSNR	30.949	27.720	29.822	30.642	30.409	31.331	Inf
	SSIM	0.861	0.667	0.861	0.838	0.862	0.888	1.000
Q=75
	PSNR	31.656	27.940	30.296	31.297	30.722	32.190	Inf
	SSIM	0.875	0.676	0.874	0.858	0.872	0.904	1.000
Q=100
	PSNR	32.256	28.058	30.564	33.441	33.010	35.294	Inf
	SSIM	0.889	0.678	0.882	0.911	0.931	0.947	1.000

Alex_Rodriguez_0038_1

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.353	23.839	22.349	25.983	26.106	26.641	Inf
	SSIM	0.680	0.502	0.714	0.692	0.745	0.762	1.000
Q=50
	PSNR	25.901	24.093	22.486	27.105	27.159	27.545	Inf
	SSIM	0.697	0.514	0.727	0.729	0.771	0.788	1.000
Q=75
	PSNR	26.200	24.205	22.616	27.953	27.776	28.174	Inf
	SSIM	0.707	0.517	0.741	0.762	0.794	0.810	1.000
Q=100
	PSNR	26.427	24.324	22.684	29.381	29.435	29.521	Inf
	SSIM	0.724	0.527	0.754	0.845	0.857	0.855	1.000

Ali_Landry_0049_2

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.108	23.315	24.155	25.579	25.722	26.041	Inf
	SSIM	0.666	0.478	0.664	0.670	0.718	0.738	1.000
Q=50
	PSNR	25.676	23.559	24.533	26.718	26.640	27.066	Inf
	SSIM	0.687	0.488	0.683	0.722	0.753	0.770	1.000
Q=75
	PSNR	25.950	23.654	24.687	27.398	27.594	27.801	Inf
	SSIM	0.699	0.495	0.690	0.748	0.784	0.798	1.000
Q=100
	PSNR	26.247	23.762	24.874	29.138	28.945	29.195	Inf
	SSIM	0.714	0.498	0.705	0.851	0.857	0.852	1.000

Ali_Landry_0055

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.155	23.695	22.046	25.499	25.726	26.176	Inf
	SSIM	0.678	0.516	0.714	0.677	0.734	0.750	1.000
Q=50
	PSNR	25.780	23.974	22.278	26.460	26.788	27.132	Inf
	SSIM	0.697	0.527	0.734	0.714	0.767	0.782	1.000
Q=75
	PSNR	26.163	24.104	22.458	27.378	27.570	27.996	Inf
	SSIM	0.715	0.534	0.749	0.746	0.789	0.809	1.000
Q=100
	PSNR	26.444	24.225	22.534	28.970	28.800	29.363	Inf
	SSIM	0.730	0.539	0.761	0.844	0.856	0.859	1.000

Alyssa_Milano_0009

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.600	24.996	22.992	26.789	26.705	27.254	Inf
	SSIM	0.727	0.588	0.750	0.699	0.739	0.765	1.000
Q=50
	PSNR	27.344	25.293	23.203	27.819	27.961	28.256	Inf
	SSIM	0.755	0.600	0.767	0.735	0.772	0.792	1.000
Q=75
	PSNR	27.758	25.513	23.341	28.524	28.558	28.816	Inf
	SSIM	0.766	0.609	0.781	0.758	0.792	0.808	1.000
Q=100
	PSNR	28.140	25.628	23.461	29.601	29.672	30.231	Inf
	SSIM	0.787	0.619	0.801	0.838	0.856	0.861	1.000

Anderson_Cooper_0010

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.729	24.288	24.322	25.862	25.558	26.219	Inf
	SSIM	0.701	0.543	0.722	0.694	0.717	0.739	1.000
Q=50
	PSNR	26.321	24.613	24.628	26.544	26.240	26.944	Inf
	SSIM	0.714	0.551	0.738	0.716	0.738	0.761	1.000
Q=75
	PSNR	26.626	24.759	24.744	27.395	27.205	27.524	Inf
	SSIM	0.731	0.560	0.747	0.753	0.769	0.780	1.000
Q=100
	PSNR	26.998	24.854	24.927	28.899	28.757	29.220	Inf
	SSIM	0.747	0.565	0.758	0.836	0.842	0.845	1.000

Anna_Paquin_0002

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.392	24.856	24.857	26.572	26.498	27.095	Inf
	SSIM	0.699	0.512	0.703	0.709	0.763	0.766	1.000
Q=50
	PSNR	27.137	25.215	25.183	27.592	27.306	28.057	Inf
	SSIM	0.727	0.525	0.714	0.745	0.776	0.797	1.000
Q=75
	PSNR	27.429	25.336	25.372	27.954	27.769	28.538	Inf
	SSIM	0.733	0.528	0.724	0.771	0.794	0.814	1.000
Q=100
	PSNR	27.698	25.463	25.480	29.133	28.794	29.439	Inf
	SSIM	0.749	0.537	0.733	0.844	0.847	0.853	1.000

Audrey_Tautou_0020

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.510	24.999	26.204	26.801	27.292	27.509	Inf
	SSIM	0.724	0.542	0.762	0.722	0.784	0.792	1.000
Q=50
	PSNR	27.073	25.287	26.483	27.665	28.055	28.486	Inf
	SSIM	0.740	0.553	0.776	0.752	0.807	0.821	1.000
Q=75
	PSNR	27.433	25.436	26.812	28.495	28.722	29.015	Inf
	SSIM	0.749	0.557	0.787	0.777	0.826	0.837	1.000
Q=100
	PSNR	27.768	25.549	27.007	29.973	30.432	30.623	Inf
	SSIM	0.764	0.560	0.800	0.862	0.877	0.878	1.000

Barack_Obama_0038_2

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.423	24.667	25.678	26.884	26.837	27.759	Inf
	SSIM	0.686	0.506	0.678	0.744	0.762	0.804	1.000
Q=50
	PSNR	26.895	24.851	25.980	28.157	28.207	28.539	Inf
	SSIM	0.699	0.516	0.693	0.789	0.813	0.836	1.000
Q=75
	PSNR	27.211	24.997	26.167	28.940	28.906	28.967	Inf
	SSIM	0.713	0.523	0.702	0.815	0.835	0.851	1.000
Q=100
	PSNR	27.468	25.100	26.323	30.134	30.289	30.541	Inf
	SSIM	0.731	0.533	0.713	0.887	0.897	0.901	1.000

Barack_Obama_0150_1

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.025	24.599	24.241	26.116	26.166	26.604	Inf
	SSIM	0.696	0.546	0.708	0.685	0.751	0.757	1.000
Q=50
	PSNR	26.699	24.891	24.539	27.276	27.157	27.564	Inf
	SSIM	0.718	0.560	0.726	0.719	0.781	0.790	1.000
Q=75
	PSNR	27.049	25.065	24.748	28.020	28.049	28.157	Inf
	SSIM	0.736	0.570	0.740	0.754	0.805	0.815	1.000
Q=100
	PSNR	27.425	25.176	24.924	29.395	28.994	29.524	Inf
	SSIM	0.761	0.580	0.754	0.846	0.873	0.871	1.000

Barack_Obama_0162

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.692	23.992	24.827	25.902	25.911	26.502	Inf
	SSIM	0.677	0.511	0.706	0.698	0.733	0.757	1.000
Q=50
	PSNR	26.174	24.185	25.128	26.792	26.717	27.138	Inf
	SSIM	0.697	0.518	0.717	0.729	0.767	0.783	1.000
Q=75
	PSNR	26.528	24.374	25.333	27.738	27.603	27.819	Inf
	SSIM	0.710	0.526	0.731	0.767	0.792	0.809	1.000
Q=100
	PSNR	26.790	24.434	25.510	29.015	29.173	29.370	Inf
	SSIM	0.728	0.532	0.742	0.846	0.865	0.864	1.000

Barack_Obama_0169

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	25.747	24.378	25.018	25.697	25.685	26.325	Inf
	SSIM	0.636	0.494	0.632	0.626	0.657	0.680	1.000
Q=50
	PSNR	26.382	24.695	25.500	26.560	26.540	27.213	Inf
	SSIM	0.654	0.505	0.655	0.665	0.688	0.709	1.000
Q=75
	PSNR	26.719	24.855	25.714	27.297	27.333	27.812	Inf
	SSIM	0.673	0.515	0.672	0.708	0.728	0.739	1.000
Q=100
	PSNR	27.062	24.979	25.910	29.038	29.174	29.218	Inf
	SSIM	0.693	0.524	0.687	0.808	0.814	0.803	1.000

Barack_Obama_0175

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	26.071	24.578	25.189	26.233	26.450	26.750	Inf
	SSIM	0.698	0.524	0.720	0.716	0.761	0.771	1.000
Q=50
	PSNR	26.613	24.797	25.512	27.204	27.403	27.856	Inf
	SSIM	0.711	0.531	0.732	0.747	0.789	0.802	1.000
Q=75
	PSNR	26.900	24.887	25.692	27.628	27.935	28.200	Inf
	SSIM	0.725	0.535	0.743	0.772	0.804	0.820	1.000
Q=100
	PSNR	27.134	25.007	25.841	28.769	29.411	29.461	Inf
	SSIM	0.740	0.545	0.755	0.842	0.871	0.869	1.000

Barack_Obama_0225_1

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	28.304	27.030	25.897	28.033	27.707	28.638	Inf
	SSIM	0.710	0.595	0.520	0.734	0.724	0.772	1.000
Q=50
	PSNR	29.005	27.425	26.244	29.153	28.708	29.563	Inf
	SSIM	0.735	0.612	0.534	0.778	0.767	0.804	1.000
Q=75
	PSNR	29.468	27.619	26.443	29.744	29.296	30.299	Inf
	SSIM	0.747	0.619	0.543	0.802	0.807	0.833	1.000
Q=100
	PSNR	29.914	27.754	26.590	31.214	31.256	31.773	Inf
	SSIM	0.778	0.640	0.553	0.886	0.895	0.896	1.000

145_03_03_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	27.935	26.923	28.695	27.460	27.911	28.582	Inf
	SSIM	0.735	0.653	0.763	0.685	0.747	0.760	1.000
Q=50
	PSNR	28.735	27.314	29.556	28.805	29.160	29.645	Inf
	SSIM	0.759	0.664	0.784	0.722	0.774	0.785	1.000
Q=75
	PSNR	29.286	27.620	30.250	29.788	30.263	30.647	Inf
	SSIM	0.770	0.673	0.801	0.747	0.795	0.804	1.000
Q=100
	PSNR	29.863	27.795	30.982	32.404	32.257	32.627	Inf
	SSIM	0.789	0.681	0.825	0.844	0.859	0.855	1.000

148_02_03_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	29.071	27.794	29.761	28.482	29.214	29.402	Inf
	SSIM	0.811	0.703	0.844	0.767	0.834	0.833	1.000
Q=50
	PSNR	29.944	28.257	30.808	29.786	30.062	31.097	Inf
	SSIM	0.829	0.716	0.864	0.798	0.848	0.864	1.000
Q=75
	PSNR	30.545	28.586	31.586	30.897	31.234	32.052	Inf
	SSIM	0.844	0.730	0.878	0.820	0.864	0.879	1.000
Q=100
	PSNR	31.292	28.803	32.510	33.578	33.350	34.373	Inf
	SSIM	0.863	0.737	0.901	0.901	0.913	0.918	1.000

152_01_02_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	28.703	27.552	29.053	27.891	28.131	28.949	Inf
	SSIM	0.776	0.680	0.790	0.721	0.778	0.786	1.000
Q=50
	PSNR	29.625	28.078	29.779	29.182	29.601	29.813	Inf
	SSIM	0.793	0.696	0.806	0.750	0.807	0.807	1.000
Q=75
	PSNR	30.122	28.331	30.221	30.201	30.421	30.817	Inf
	SSIM	0.807	0.703	0.817	0.781	0.823	0.832	1.000
Q=100
	PSNR	30.821	28.552	30.740	31.512	31.414	32.020	Inf
	SSIM	0.826	0.713	0.836	0.858	0.875	0.872	1.000

154_01_01_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	27.260	26.158	27.743	26.808	27.394	27.948	Inf
	SSIM	0.726	0.633	0.756	0.684	0.747	0.758	1.000
Q=50
	PSNR	27.919	26.521	28.395	28.083	28.660	28.947	Inf
	SSIM	0.746	0.645	0.773	0.718	0.776	0.783	1.000
Q=75
	PSNR	28.478	26.781	28.809	29.232	29.951	29.867	Inf
	SSIM	0.761	0.652	0.787	0.756	0.800	0.804	1.000
Q=100
	PSNR	28.900	26.947	29.250	30.979	30.964	31.213	Inf
	SSIM	0.778	0.662	0.804	0.836	0.850	0.846	1.000

158_02_03_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	27.971	26.970	28.599	27.723	28.311	28.391	Inf
	SSIM	0.754	0.668	0.779	0.708	0.769	0.774	1.000
Q=50
	PSNR	28.897	27.467	29.544	28.828	29.345	29.651	Inf
	SSIM	0.777	0.688	0.800	0.735	0.792	0.800	1.000
Q=75
	PSNR	29.370	27.665	30.183	29.765	30.302	30.689	Inf
	SSIM	0.791	0.697	0.819	0.764	0.811	0.824	1.000
Q=100
	PSNR	29.966	27.902	30.892	32.587	32.450	32.760	Inf
	SSIM	0.812	0.708	0.845	0.865	0.877	0.873	1.000

159_02_02_051_05

	Input	LSF [5]	YWHM [7]	MZQ [8]	YLY [10]	LY [24]	Proposed	Original
Q=25
	PSNR	28.098	26.999	28.364	27.691	27.775	28.533	Inf
	SSIM	0.744	0.652	0.771	0.712	0.765	0.775	1.000
Q=50
	PSNR	28.869	27.520	29.194	28.743	28.794	29.349	Inf
	SSIM	0.766	0.669	0.791	0.740	0.782	0.791	1.000
Q=75
	PSNR	29.306	27.707	29.750	29.383	29.634	29.999	Inf
	SSIM	0.779	0.677	0.808	0.766	0.805	0.808	1.000
Q=100
	PSNR	29.835	27.940	30.333	31.362	31.015	31.619	Inf
	SSIM	0.795	0.686	0.831	0.849	0.861	0.858	1.000