UOMOP
CBS alpha, beta 본문
% alpha와 beta의 값들
alpha_values = [0.1, 0.4, 0.7, 1.0, 1.3, 1.6];
beta_values = [0.1, 0.4, 0.7, 1.0, 1.3, 1.6];
% 데이터: alpha, beta, dim, snr, Average PSNR, FLOPs
data = [
0.1, 0.1, 512, 30, 30.53, 39008.573;
0.1, 0.4, 512, 30, 30.46, 37107.607;
0.1, 0.7, 512, 30, 30.29, 33694.062;
0.1, 1.0, 512, 30, 30.06, 30121.08;
0.1, 1.3, 512, 30, 29.79, 27204.84;
0.1, 1.6, 512, 30, 29.54, 25425.076;
0.4, 0.1, 512, 30, 30.53, 38828.963;
0.4, 0.4, 512, 30, 30.46, 36971.415;
0.4, 0.7, 512, 30, 30.29, 33557.87;
0.4, 1.0, 512, 30, 30.06, 29984.888;
0.4, 1.3, 512, 30, 29.79, 27068.648;
0.4, 1.6, 512, 30, 29.55, 25288.884;
0.7, 0.1, 512, 30, 30.52, 37934.169;
0.7, 0.4, 512, 30, 30.46, 36330.264;
0.7, 0.7, 512, 30, 30.31, 33143.426;
0.7, 1.0, 512, 30, 30.07, 29570.444;
0.7, 1.3, 512, 30, 29.80, 26654.204;
0.7, 1.6, 512, 30, 29.56, 24874.44;
1.0, 0.1, 512, 30, 30.48, 35886.106;
1.0, 0.4, 512, 30, 30.43, 34670.116;
1.0, 0.7, 512, 30, 30.30, 32034.586;
1.0, 1.0, 512, 30, 30.11, 28804.458;
1.0, 1.3, 512, 30, 29.84, 25888.218;
1.0, 1.6, 512, 30, 29.60, 24108.454;
1.3, 0.1, 512, 30, 30.38, 32474.362;
1.3, 0.4, 512, 30, 30.35, 31559.173;
1.3, 0.7, 512, 30, 30.26, 29711.47;
1.3, 1.0, 512, 30, 30.11, 27241.858;
1.3, 1.3, 512, 30, 29.91, 24804.738;
1.3, 1.6, 512, 30, 29.67, 23024.974;
1.6, 0.1, 512, 30, 30.25, 28662.28;
1.6, 0.4, 512, 30, 30.23, 28062.361;
1.6, 0.7, 512, 30, 30.17, 26833.073;
1.6, 1.0, 512, 30, 30.06, 25154.257;
1.6, 1.3, 512, 30, 29.92, 23202.917;
1.6, 1.6, 512, 30, 29.76, 21843.056;
];
% alpha, beta, PSNR, FLOPs 추출
alpha = data(:,1);
beta = data(:,2);
psnr = data(:,5);
flops = data(:,6);
% 그리드 생성
[beta_grid, alpha_grid] = meshgrid(beta_values, alpha_values); % x축과 y축을 변경
% PSNR과 FLOPs 데이터를 그리드로 보간
psnr_grid = griddata(beta, alpha, psnr, beta_grid, alpha_grid, 'cubic');
flops_grid = griddata(beta, alpha, flops, beta_grid, alpha_grid, 'cubic');
% 1번째 그래프 (beta, alpha, PSNR, 면 그래프 + 점)
figure;
mesh(beta_grid, alpha_grid, psnr_grid);
hold on;
plot3(beta, alpha, psnr, 'ro', 'MarkerSize', 8, 'MarkerFaceColor', 'r'); % PSNR 데이터 점 표시
xlabel('Beta');
ylabel('Alpha');
zlabel('Average PSNR over 10000 images');
title('PSNR (DIM=512, SNR=30)');
shading interp; % 부드럽게 표현
hold off;
% 2번째 그래프 (beta, alpha, FLOPs, 면 그래프 + 점)
figure;
mesh(beta_grid, alpha_grid, flops_grid);
hold on;
plot3(beta, alpha, flops, 'bo', 'MarkerSize', 8, 'MarkerFaceColor', 'b'); % FLOPs 데이터 점 표시
xlabel('Beta');
ylabel('Alpha');
zlabel('Final FLOPs');
title('FLOPs (DIM=512, SNR=30)');
shading interp; % 부드럽게 표현
hold off;
% alpha와 beta의 값들
alpha_values = [0.1, 0.4, 0.7, 1.0, 1.3, 1.6];
beta_values = [0.1, 0.4, 0.7, 1.0, 1.3, 1.6];
% 데이터: alpha, beta, dim, snr, Average PSNR, FLOPs
data = [
0.1, 0.1, 512, 30, 30.53, 39008.573;
0.1, 0.4, 512, 30, 30.46, 37107.607;
0.1, 0.7, 512, 30, 30.29, 33694.062;
0.1, 1.0, 512, 30, 30.06, 30121.08;
0.1, 1.3, 512, 30, 29.79, 27204.84;
0.1, 1.6, 512, 30, 29.54, 25425.076;
0.4, 0.1, 512, 30, 30.53, 38828.963;
0.4, 0.4, 512, 30, 30.46, 36971.415;
0.4, 0.7, 512, 30, 30.29, 33557.87;
0.4, 1.0, 512, 30, 30.06, 29984.888;
0.4, 1.3, 512, 30, 29.79, 27068.648;
0.4, 1.6, 512, 30, 29.55, 25288.884;
0.7, 0.1, 512, 30, 30.52, 37934.169;
0.7, 0.4, 512, 30, 30.46, 36330.264;
0.7, 0.7, 512, 30, 30.31, 33143.426;
0.7, 1.0, 512, 30, 30.07, 29570.444;
0.7, 1.3, 512, 30, 29.80, 26654.204;
0.7, 1.6, 512, 30, 29.56, 24874.44;
1.0, 0.1, 512, 30, 30.48, 35886.106;
1.0, 0.4, 512, 30, 30.43, 34670.116;
1.0, 0.7, 512, 30, 30.30, 32034.586;
1.0, 1.0, 512, 30, 30.11, 28804.458;
1.0, 1.3, 512, 30, 29.84, 25888.218;
1.0, 1.6, 512, 30, 29.60, 24108.454;
1.3, 0.1, 512, 30, 30.38, 32474.362;
1.3, 0.4, 512, 30, 30.35, 31559.173;
1.3, 0.7, 512, 30, 30.26, 29711.47;
1.3, 1.0, 512, 30, 30.11, 27241.858;
1.3, 1.3, 512, 30, 29.91, 24804.738;
1.3, 1.6, 512, 30, 29.67, 23024.974;
1.6, 0.1, 512, 30, 30.25, 28662.28;
1.6, 0.4, 512, 30, 30.23, 28062.361;
1.6, 0.7, 512, 30, 30.17, 26833.073;
1.6, 1.0, 512, 30, 30.06, 25154.257;
1.6, 1.3, 512, 30, 29.92, 23202.917;
1.6, 1.6, 512, 30, 29.76, 21843.056;
];
% alpha, beta, PSNR, FLOPs 추출
alpha = data(:,1);
beta = data(:,2);
psnr = data(:,5);
flops = data(:,6);
% PSNR을 최대화하고 FLOPs를 최소화하는 방식: 정규화
norm_psnr = (psnr - min(psnr)) / (max(psnr) - min(psnr)); % PSNR을 0에서 1로 정규화
norm_flops = (flops - min(flops)) / (max(flops) - min(flops)); % FLOPs도 0에서 1로 정규화
% PSNR은 높을수록 좋으므로 그대로 사용하고, FLOPs는 낮을수록 좋으므로 역으로 처리
combined_score = norm_psnr - norm_flops;
% 최적의 alpha와 beta 찾기
[max_score, idx] = max(combined_score);
best_alpha = alpha(idx);
best_beta = beta(idx);
fprintf('최적의 alpha: %.1f, 최적의 beta: %.1f\n', best_alpha, best_beta);
fprintf('PSNR: %.2f, FLOPs: %.2f\n', psnr(idx), flops(idx));최적의 alpha: 1.6, 최적의 beta: 0.7 PSNR: 30.17, FLOPs: 26833.07
C:\Users\dowon\anaconda3\envs\dowon_simul\python.exe C:\Users\dowon\Desktop\code\Final.py Data loaded from files. dim:512, snr:30, alpha:0.1, beta:0.1 Lv1:7137, Lv2:1152, Lv3:372, Lv4:1339 final FLOPs : 39008.573 Average PSNR over 10000 images: 30.53 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:0.4 Lv1:6323, Lv2:1444, Lv3:628, Lv4:1605 final FLOPs : 37107.607 Average PSNR over 10000 images: 30.46 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:0.7 Lv1:4934, Lv2:1800, Lv3:1177, Lv4:2089 final FLOPs : 33694.062 Average PSNR over 10000 images: 30.29 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.0 Lv1:3424, Lv2:2198, Lv3:1976, Lv4:2402 final FLOPs : 30121.08 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.3 Lv1:2224, Lv2:2386, Lv3:2841, Lv4:2549 final FLOPs : 27204.84 Average PSNR over 10000 images: 29.79 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.6 Lv1:1484, Lv2:2458, Lv3:3529, Lv4:2529 final FLOPs : 25425.076 Average PSNR over 10000 images: 29.54 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.1 Lv1:7099, Lv2:1123, Lv3:350, Lv4:1428 final FLOPs : 38828.963 Average PSNR over 10000 images: 30.53 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.4 Lv1:6299, Lv2:1422, Lv3:586, Lv4:1693 final FLOPs : 36971.415 Average PSNR over 10000 images: 30.46 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.7 Lv1:4910, Lv2:1778, Lv3:1135, Lv4:2177 final FLOPs : 33557.87 Average PSNR over 10000 images: 30.29 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.0 Lv1:3400, Lv2:2176, Lv3:1934, Lv4:2490 final FLOPs : 29984.888 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.3 Lv1:2200, Lv2:2364, Lv3:2799, Lv4:2637 final FLOPs : 27068.648 Average PSNR over 10000 images: 29.79 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.6 Lv1:1460, Lv2:2436, Lv3:3487, Lv4:2617 final FLOPs : 25288.884 Average PSNR over 10000 images: 29.55 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.1 Lv1:6881, Lv2:1009, Lv3:306, Lv4:1804 final FLOPs : 37934.169 Average PSNR over 10000 images: 30.52 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.4 Lv1:6188, Lv2:1277, Lv3:494, Lv4:2041 final FLOPs : 36330.264 Average PSNR over 10000 images: 30.46 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.7 Lv1:4862, Lv2:1693, Lv3:926, Lv4:2519 final FLOPs : 33143.426 Average PSNR over 10000 images: 30.31 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.0 Lv1:3352, Lv2:2091, Lv3:1725, Lv4:2832 final FLOPs : 29570.444 Average PSNR over 10000 images: 30.07 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.3 Lv1:2152, Lv2:2279, Lv3:2590, Lv4:2979 final FLOPs : 26654.204 Average PSNR over 10000 images: 29.80 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.6 Lv1:1412, Lv2:2351, Lv3:3278, Lv4:2959 final FLOPs : 24874.44 Average PSNR over 10000 images: 29.56 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.1 Lv1:6318, Lv2:847, Lv3:265, Lv4:2570 final FLOPs : 35886.106 Average PSNR over 10000 images: 30.48 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.4 Lv1:5796, Lv2:1044, Lv3:407, Lv4:2753 final FLOPs : 34670.116 Average PSNR over 10000 images: 30.43 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.7 Lv1:4698, Lv2:1410, Lv3:710, Lv4:3182 final FLOPs : 32034.586 Average PSNR over 10000 images: 30.30 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.0 Lv1:3298, Lv2:1900, Lv3:1251, Lv4:3551 final FLOPs : 28804.458 Average PSNR over 10000 images: 30.11 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.3 Lv1:2098, Lv2:2088, Lv3:2116, Lv4:3698 final FLOPs : 25888.218 Average PSNR over 10000 images: 29.84 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.6 Lv1:1358, Lv2:2160, Lv3:2804, Lv4:3678 final FLOPs : 24108.454 Average PSNR over 10000 images: 29.60 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.1 Lv1:5342, Lv2:639, Lv3:224, Lv4:3795 final FLOPs : 32474.362 Average PSNR over 10000 images: 30.38 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.4 Lv1:4961, Lv2:766, Lv3:328, Lv4:3945 final FLOPs : 31559.173 Average PSNR over 10000 images: 30.35 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.7 Lv1:4202, Lv2:1005, Lv3:533, Lv4:4260 final FLOPs : 29711.47 Average PSNR over 10000 images: 30.26 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.0 Lv1:3106, Lv2:1454, Lv3:873, Lv4:4567 final FLOPs : 27241.858 Average PSNR over 10000 images: 30.11 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.3 Lv1:2042, Lv2:1804, Lv3:1377, Lv4:4777 final FLOPs : 24804.738 Average PSNR over 10000 images: 29.91 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.6 Lv1:1302, Lv2:1876, Lv3:2065, Lv4:4757 final FLOPs : 23024.974 Average PSNR over 10000 images: 29.67 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.1 Lv1:4212, Lv2:479, Lv3:183, Lv4:5126 final FLOPs : 28662.28 Average PSNR over 10000 images: 30.25 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.4 Lv1:3969, Lv2:545, Lv3:264, Lv4:5222 final FLOPs : 28062.361 Average PSNR over 10000 images: 30.23 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.7 Lv1:3481, Lv2:673, Lv3:398, Lv4:5448 final FLOPs : 26833.073 Average PSNR over 10000 images: 30.17 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.0 Lv1:2741, Lv2:972, Lv3:620, Lv4:5667 final FLOPs : 25154.257 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.3 Lv1:1905, Lv2:1250, Lv3:946, Lv4:5899 final FLOPs : 23202.917 Average PSNR over 10000 images: 29.92 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.6 Lv1:1248, Lv2:1540, Lv3:1295, Lv4:5917 final FLOPs : 21843.056 Average PSNR over 10000 images: 29.76 100%|██████████| 10000/10000 [02:54<00:00, 57.36it/s] Data saved to files. dim:512, snr:20, alpha:0.1, beta:0.1 Lv1:4335, Lv2:2454, Lv3:1293, Lv4:1918 final FLOPs : 32981.291 Average PSNR over 10000 images: 28.15 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:0.4 Lv1:3929, Lv2:2423, Lv3:1594, Lv4:2054 final FLOPs : 31842.521 Average PSNR over 10000 images: 28.05 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:0.7 Lv1:3242, Lv2:2452, Lv3:2074, Lv4:2232 final FLOPs : 30033.442 Average PSNR over 10000 images: 27.86 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.0 Lv1:2601, Lv2:2408, Lv3:2615, Lv4:2376 final FLOPs : 28282.677 Average PSNR over 10000 images: 27.63 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.3 Lv1:2179, Lv2:2357, Lv3:2964, Lv4:2500 final FLOPs : 27089.251 Average PSNR over 10000 images: 27.41 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.6 Lv1:1900, Lv2:2313, Lv3:3203, Lv4:2584 final FLOPs : 26288.056 Average PSNR over 10000 images: 27.22 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.1 Lv1:4281, Lv2:2399, Lv3:1257, Lv4:2063 final FLOPs : 32700.361 Average PSNR over 10000 images: 28.14 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.4 Lv1:3890, Lv2:2390, Lv3:1527, Lv4:2193 final FLOPs : 31626.514 Average PSNR over 10000 images: 28.05 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.7 Lv1:3203, Lv2:2419, Lv3:2007, Lv4:2371 final FLOPs : 29817.435 Average PSNR over 10000 images: 27.86 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.0 Lv1:2562, Lv2:2375, Lv3:2548, Lv4:2515 final FLOPs : 28066.67 Average PSNR over 10000 images: 27.63 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.3 Lv1:2140, Lv2:2324, Lv3:2897, Lv4:2639 final FLOPs : 26873.244 Average PSNR over 10000 images: 27.41 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.6 Lv1:1861, Lv2:2280, Lv3:3136, Lv4:2723 final FLOPs : 26072.049 Average PSNR over 10000 images: 27.22 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.1 Lv1:4091, Lv2:2235, Lv3:1161, Lv4:2513 final FLOPs : 31779.059 Average PSNR over 10000 images: 28.13 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.4 Lv1:3738, Lv2:2241, Lv3:1387, Lv4:2634 final FLOPs : 30822.51 Average PSNR over 10000 images: 28.05 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.7 Lv1:3103, Lv2:2293, Lv3:1797, Lv4:2807 final FLOPs : 29172.255 Average PSNR over 10000 images: 27.88 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.0 Lv1:2462, Lv2:2249, Lv3:2338, Lv4:2951 final FLOPs : 27421.49 Average PSNR over 10000 images: 27.65 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.3 Lv1:2040, Lv2:2198, Lv3:2687, Lv4:3075 final FLOPs : 26228.064 Average PSNR over 10000 images: 27.43 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.6 Lv1:1761, Lv2:2154, Lv3:2926, Lv4:3159 final FLOPs : 25426.869 Average PSNR over 10000 images: 27.24 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.1 Lv1:3676, Lv2:1951, Lv3:1025, Lv4:3348 final FLOPs : 29933.552 Average PSNR over 10000 images: 28.08 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.4 Lv1:3383, Lv2:1966, Lv3:1212, Lv4:3439 final FLOPs : 29155.875 Average PSNR over 10000 images: 28.02 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.7 Lv1:2844, Lv2:2041, Lv3:1513, Lv4:3602 final FLOPs : 27778.504 Average PSNR over 10000 images: 27.88 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.0 Lv1:2289, Lv2:2028, Lv3:1941, Lv4:3742 final FLOPs : 26280.365 Average PSNR over 10000 images: 27.69 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.3 Lv1:1867, Lv2:1977, Lv3:2290, Lv4:3866 final FLOPs : 25086.939 Average PSNR over 10000 images: 27.48 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.6 Lv1:1588, Lv2:1933, Lv3:2529, Lv4:3950 final FLOPs : 24285.744 Average PSNR over 10000 images: 27.28 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.1 Lv1:3168, Lv2:1627, Lv3:876, Lv4:4329 final FLOPs : 27724.068 Average PSNR over 10000 images: 28.00 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.4 Lv1:2946, Lv2:1668, Lv3:1020, Lv4:4366 final FLOPs : 27185.402 Average PSNR over 10000 images: 27.95 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.7 Lv1:2527, Lv2:1731, Lv3:1241, Lv4:4501 final FLOPs : 26114.791 Average PSNR over 10000 images: 27.84 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.0 Lv1:2059, Lv2:1732, Lv3:1584, Lv4:4625 final FLOPs : 24860.751 Average PSNR over 10000 images: 27.69 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.3 Lv1:1667, Lv2:1746, Lv3:1877, Lv4:4710 final FLOPs : 23835.583 Average PSNR over 10000 images: 27.53 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.6 Lv1:1388, Lv2:1702, Lv3:2116, Lv4:4794 final FLOPs : 23034.388 Average PSNR over 10000 images: 27.34 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.1 Lv1:2652, Lv2:1317, Lv3:729, Lv4:5302 final FLOPs : 25514.072 Average PSNR over 10000 images: 27.91 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.4 Lv1:2483, Lv2:1360, Lv3:827, Lv4:5330 final FLOPs : 25116.695 Average PSNR over 10000 images: 27.87 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.7 Lv1:2140, Lv2:1409, Lv3:1010, Lv4:5441 final FLOPs : 24237.24 Average PSNR over 10000 images: 27.78 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.0 Lv1:1766, Lv2:1421, Lv3:1281, Lv4:5532 final FLOPs : 23251.834 Average PSNR over 10000 images: 27.66 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.3 Lv1:1461, Lv2:1431, Lv3:1533, Lv4:5575 final FLOPs : 22466.933 Average PSNR over 10000 images: 27.53 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.6 Lv1:1209, Lv2:1461, Lv3:1729, Lv4:5601 final FLOPs : 21847.281 Average PSNR over 10000 images: 27.41 100%|██████████| 10000/10000 [03:10<00:00, 52.51it/s] Data saved to files. dim:512, snr:10, alpha:0.1, beta:0.1 Lv1:2047, Lv2:3988, Lv3:2406, Lv4:1559 final FLOPs : 29054.931 Average PSNR over 10000 images: 24.59 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:0.4 Lv1:2165, Lv2:3600, Lv3:2564, Lv4:1671 final FLOPs : 28872.193 Average PSNR over 10000 images: 24.47 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:0.7 Lv1:2425, Lv2:2864, Lv3:2684, Lv4:2027 final FLOPs : 28531.893 Average PSNR over 10000 images: 24.25 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.0 Lv1:2541, Lv2:2292, Lv3:2740, Lv4:2427 final FLOPs : 27977.097 Average PSNR over 10000 images: 24.01 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.3 Lv1:2766, Lv2:1961, Lv3:2594, Lv4:2679 final FLOPs : 28042.53 Average PSNR over 10000 images: 23.79 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.6 Lv1:2773, Lv2:1720, Lv3:2503, Lv4:3004 final FLOPs : 27610.417 Average PSNR over 10000 images: 23.62 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.1 Lv1:1978, Lv2:3913, Lv3:2339, Lv4:1770 final FLOPs : 28675.694 Average PSNR over 10000 images: 24.58 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.4 Lv1:2094, Lv2:3547, Lv3:2492, Lv4:1867 final FLOPs : 28520.282 Average PSNR over 10000 images: 24.47 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.7 Lv1:2354, Lv2:2811, Lv3:2612, Lv4:2223 final FLOPs : 28179.982 Average PSNR over 10000 images: 24.26 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.0 Lv1:2470, Lv2:2239, Lv3:2668, Lv4:2623 final FLOPs : 27625.186 Average PSNR over 10000 images: 24.02 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.3 Lv1:2695, Lv2:1908, Lv3:2522, Lv4:2875 final FLOPs : 27690.619 Average PSNR over 10000 images: 23.80 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.6 Lv1:2702, Lv2:1667, Lv3:2431, Lv4:3200 final FLOPs : 27258.506 Average PSNR over 10000 images: 23.62 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.1 Lv1:1768, Lv2:3557, Lv3:2093, Lv4:2582 final FLOPs : 27284.532 Average PSNR over 10000 images: 24.55 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.4 Lv1:1864, Lv2:3287, Lv3:2221, Lv4:2628 final FLOPs : 27211.34 Average PSNR over 10000 images: 24.46 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.7 Lv1:2057, Lv2:2657, Lv3:2372, Lv4:2914 final FLOPs : 26856.513 Average PSNR over 10000 images: 24.28 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.0 Lv1:2173, Lv2:2085, Lv3:2428, Lv4:3314 final FLOPs : 26301.717 Average PSNR over 10000 images: 24.04 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.3 Lv1:2398, Lv2:1754, Lv3:2282, Lv4:3566 final FLOPs : 26367.15 Average PSNR over 10000 images: 23.82 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.6 Lv1:2405, Lv2:1513, Lv3:2191, Lv4:3891 final FLOPs : 25935.037 Average PSNR over 10000 images: 23.65 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.1 Lv1:1439, Lv2:2981, Lv3:1682, Lv4:3898 final FLOPs : 25059.567 Average PSNR over 10000 images: 24.47 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.4 Lv1:1480, Lv2:2756, Lv3:1811, Lv4:3953 final FLOPs : 24890.232 Average PSNR over 10000 images: 24.40 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.7 Lv1:1632, Lv2:2290, Lv3:1931, Lv4:4147 final FLOPs : 24661.496 Average PSNR over 10000 images: 24.27 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.0 Lv1:1713, Lv2:1837, Lv3:2069, Lv4:4381 final FLOPs : 24243.689 Average PSNR over 10000 images: 24.10 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.3 Lv1:1938, Lv2:1506, Lv3:1923, Lv4:4633 final FLOPs : 24309.122 Average PSNR over 10000 images: 23.88 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.6 Lv1:1945, Lv2:1265, Lv3:1832, Lv4:4958 final FLOPs : 23877.009 Average PSNR over 10000 images: 23.70 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.1 Lv1:1092, Lv2:2240, Lv3:1279, Lv4:5389 final FLOPs : 22509.332 Average PSNR over 10000 images: 24.35 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.4 Lv1:1125, Lv2:2086, Lv3:1359, Lv4:5430 final FLOPs : 22403.913 Average PSNR over 10000 images: 24.30 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.7 Lv1:1216, Lv2:1800, Lv3:1442, Lv4:5542 final FLOPs : 22261.936 Average PSNR over 10000 images: 24.21 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.0 Lv1:1289, Lv2:1471, Lv3:1555, Lv4:5685 final FLOPs : 22010.233 Average PSNR over 10000 images: 24.08 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.3 Lv1:1387, Lv2:1252, Lv3:1538, Lv4:5823 final FLOPs : 21942.095 Average PSNR over 10000 images: 23.96 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.6 Lv1:1394, Lv2:1011, Lv3:1447, Lv4:6148 final FLOPs : 21509.982 Average PSNR over 10000 images: 23.78 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.1 Lv1:804, Lv2:1588, Lv3:942, Lv4:6666 final FLOPs : 20329.812 Average PSNR over 10000 images: 24.21 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.4 Lv1:829, Lv2:1486, Lv3:995, Lv4:6690 final FLOPs : 20269.793 Average PSNR over 10000 images: 24.19 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.7 Lv1:905, Lv2:1298, Lv3:1046, Lv4:6751 final FLOPs : 20224.797 Average PSNR over 10000 images: 24.12 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.0 Lv1:919, Lv2:1111, Lv3:1119, Lv4:6851 final FLOPs : 20001.231 Average PSNR over 10000 images: 24.03 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.3 Lv1:975, Lv2:966, Lv3:1094, Lv4:6965 final FLOPs : 19920.283 Average PSNR over 10000 images: 23.94 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.6 Lv1:954, Lv2:828, Lv3:1130, Lv4:7088 final FLOPs : 19647.058 Average PSNR over 10000 images: 23.87 100%|██████████| 10000/10000 [04:25<00:00, 37.72it/s] Data saved to files. dim:512, snr:0, alpha:0.1, beta:0.1 Lv1:872, Lv2:3695, Lv3:4985, Lv4:448 final FLOPs : 26432.844 Average PSNR over 10000 images: 20.73 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:0.4 Lv1:1077, Lv2:3530, Lv3:4682, Lv4:711 final FLOPs : 26618.553 Average PSNR over 10000 images: 20.64 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:0.7 Lv1:1569, Lv2:3220, Lv3:4012, Lv4:1199 final FLOPs : 27240.877 Average PSNR over 10000 images: 20.47 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.0 Lv1:2060, Lv2:2823, Lv3:3310, Lv4:1807 final FLOPs : 27696.72 Average PSNR over 10000 images: 20.24 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.3 Lv1:2596, Lv2:2409, Lv3:2546, Lv4:2449 final FLOPs : 28227.904 Average PSNR over 10000 images: 19.99 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.6 Lv1:2947, Lv2:2029, Lv3:1983, Lv4:3041 final FLOPs : 28357.875 Average PSNR over 10000 images: 19.75 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.1 Lv1:846, Lv2:3653, Lv3:4949, Lv4:552 final FLOPs : 26260.77 Average PSNR over 10000 images: 20.72 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.4 Lv1:1050, Lv2:3513, Lv3:4653, Lv4:784 final FLOPs : 26489.006 Average PSNR over 10000 images: 20.64 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.7 Lv1:1542, Lv2:3203, Lv3:3983, Lv4:1272 final FLOPs : 27111.33 Average PSNR over 10000 images: 20.47 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.0 Lv1:2033, Lv2:2806, Lv3:3281, Lv4:1880 final FLOPs : 27567.173 Average PSNR over 10000 images: 20.24 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.3 Lv1:2569, Lv2:2392, Lv3:2517, Lv4:2522 final FLOPs : 28098.357 Average PSNR over 10000 images: 19.99 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.6 Lv1:2920, Lv2:2012, Lv3:1954, Lv4:3114 final FLOPs : 28228.328 Average PSNR over 10000 images: 19.75 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.1 Lv1:758, Lv2:3489, Lv3:4769, Lv4:984 final FLOPs : 25607.674 Average PSNR over 10000 images: 20.71 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.4 Lv1:939, Lv2:3390, Lv3:4505, Lv4:1166 final FLOPs : 25851.223 Average PSNR over 10000 images: 20.63 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.7 Lv1:1388, Lv2:3123, Lv3:3907, Lv4:1582 final FLOPs : 26453.52 Average PSNR over 10000 images: 20.48 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.0 Lv1:1879, Lv2:2726, Lv3:3205, Lv4:2190 final FLOPs : 26909.363 Average PSNR over 10000 images: 20.25 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.3 Lv1:2415, Lv2:2312, Lv3:2441, Lv4:2832 final FLOPs : 27440.547 Average PSNR over 10000 images: 20.00 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.6 Lv1:2766, Lv2:1932, Lv3:1878, Lv4:3424 final FLOPs : 27570.518 Average PSNR over 10000 images: 19.76 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.1 Lv1:616, Lv2:3207, Lv3:4398, Lv4:1779 final FLOPs : 24477.308 Average PSNR over 10000 images: 20.65 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.4 Lv1:772, Lv2:3099, Lv3:4214, Lv4:1915 final FLOPs : 24675.352 Average PSNR over 10000 images: 20.59 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.7 Lv1:1161, Lv2:2880, Lv3:3718, Lv4:2241 final FLOPs : 25230.693 Average PSNR over 10000 images: 20.46 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.0 Lv1:1595, Lv2:2607, Lv3:3113, Lv4:2685 final FLOPs : 25772.131 Average PSNR over 10000 images: 20.27 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.3 Lv1:2131, Lv2:2193, Lv3:2349, Lv4:3327 final FLOPs : 26303.315 Average PSNR over 10000 images: 20.02 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.6 Lv1:2482, Lv2:1813, Lv3:1786, Lv4:3919 final FLOPs : 26433.286 Average PSNR over 10000 images: 19.78 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.1 Lv1:468, Lv2:2683, Lv3:3806, Lv4:3043 final FLOPs : 22795.688 Average PSNR over 10000 images: 20.54 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.4 Lv1:585, Lv2:2625, Lv3:3659, Lv4:3131 final FLOPs : 22977.073 Average PSNR over 10000 images: 20.50 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.7 Lv1:872, Lv2:2494, Lv3:3278, Lv4:3356 final FLOPs : 23428.64 Average PSNR over 10000 images: 20.39 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.0 Lv1:1196, Lv2:2309, Lv3:2829, Lv4:3666 final FLOPs : 23865.64 Average PSNR over 10000 images: 20.24 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.3 Lv1:1618, Lv2:2047, Lv3:2228, Lv4:4107 final FLOPs : 24390.302 Average PSNR over 10000 images: 20.06 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.6 Lv1:1969, Lv2:1667, Lv3:1665, Lv4:4699 final FLOPs : 24520.273 Average PSNR over 10000 images: 19.83 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.1 Lv1:356, Lv2:2139, Lv3:3148, Lv4:4357 final FLOPs : 21154.008 Average PSNR over 10000 images: 20.39 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.4 Lv1:423, Lv2:2116, Lv3:3043, Lv4:4418 final FLOPs : 21262.507 Average PSNR over 10000 images: 20.36 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.7 Lv1:614, Lv2:2038, Lv3:2777, Lv4:4571 final FLOPs : 21570.902 Average PSNR over 10000 images: 20.28 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.0 Lv1:857, Lv2:1927, Lv3:2441, Lv4:4775 final FLOPs : 21945.161 Average PSNR over 10000 images: 20.16 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.3 Lv1:1185, Lv2:1745, Lv3:1972, Lv4:5098 final FLOPs : 22387.769 Average PSNR over 10000 images: 20.02 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.6 Lv1:1473, Lv2:1527, Lv3:1548, Lv4:5452 final FLOPs : 22672.577 Average PSNR over 10000 images: 19.87 100%|██████████| 10000/10000 [04:14<00:00, 39.25it/s] Data saved to files. dim:256, snr:30, alpha:0.1, beta:0.1 Lv1:8703, Lv2:737, Lv3:462, Lv4:98 final FLOPs : 43254.175 Average PSNR over 10000 images: 27.05 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:0.4 Lv1:7961, Lv2:1098, Lv3:745, Lv4:196 final FLOPs : 41708.157 Average PSNR over 10000 images: 27.00 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:0.7 Lv1:6617, Lv2:1700, Lv3:1201, Lv4:482 final FLOPs : 38788.181 Average PSNR over 10000 images: 26.89 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.0 Lv1:4996, Lv2:2194, Lv3:1776, Lv4:1034 final FLOPs : 34895.964 Average PSNR over 10000 images: 26.68 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.3 Lv1:3555, Lv2:2413, Lv3:2237, Lv4:1795 final FLOPs : 31040.819 Average PSNR over 10000 images: 26.43 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.6 Lv1:2375, Lv2:2294, Lv3:2670, Lv4:2661 final FLOPs : 27421.555 Average PSNR over 10000 images: 26.14 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.1 Lv1:8682, Lv2:725, Lv3:453, Lv4:140 final FLOPs : 43163.47 Average PSNR over 10000 images: 27.05 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.4 Lv1:7953, Lv2:1089, Lv3:729, Lv4:229 final FLOPs : 41658.809 Average PSNR over 10000 images: 27.01 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.7 Lv1:6609, Lv2:1691, Lv3:1185, Lv4:515 final FLOPs : 38738.833 Average PSNR over 10000 images: 26.89 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.0 Lv1:4988, Lv2:2185, Lv3:1760, Lv4:1067 final FLOPs : 34846.616 Average PSNR over 10000 images: 26.69 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.3 Lv1:3547, Lv2:2404, Lv3:2221, Lv4:1828 final FLOPs : 30991.471 Average PSNR over 10000 images: 26.43 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.6 Lv1:2367, Lv2:2285, Lv3:2654, Lv4:2694 final FLOPs : 27372.207 Average PSNR over 10000 images: 26.14 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.1 Lv1:8557, Lv2:649, Lv3:412, Lv4:382 final FLOPs : 42623.413 Average PSNR over 10000 images: 27.04 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.4 Lv1:7886, Lv2:1021, Lv3:640, Lv4:453 final FLOPs : 41284.402 Average PSNR over 10000 images: 27.00 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.7 Lv1:6594, Lv2:1655, Lv3:1122, Lv4:629 final FLOPs : 38595.022 Average PSNR over 10000 images: 26.89 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.0 Lv1:4973, Lv2:2149, Lv3:1697, Lv4:1181 final FLOPs : 34702.805 Average PSNR over 10000 images: 26.69 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.3 Lv1:3532, Lv2:2368, Lv3:2158, Lv4:1942 final FLOPs : 30847.66 Average PSNR over 10000 images: 26.43 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.6 Lv1:2352, Lv2:2249, Lv3:2591, Lv4:2808 final FLOPs : 27228.396 Average PSNR over 10000 images: 26.14 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.1 Lv1:8151, Lv2:492, Lv3:340, Lv4:1017 final FLOPs : 41054.667 Average PSNR over 10000 images: 26.99 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.4 Lv1:7598, Lv2:819, Lv3:512, Lv4:1071 final FLOPs : 39975.61 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.7 Lv1:6467, Lv2:1445, Lv3:909, Lv4:1179 final FLOPs : 37724.467 Average PSNR over 10000 images: 26.87 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.0 Lv1:4944, Lv2:2067, Lv3:1526, Lv4:1463 final FLOPs : 34375.06 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.3 Lv1:3503, Lv2:2286, Lv3:1987, Lv4:2224 final FLOPs : 30519.915 Average PSNR over 10000 images: 26.44 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.6 Lv1:2323, Lv2:2167, Lv3:2420, Lv4:3090 final FLOPs : 26900.651 Average PSNR over 10000 images: 26.15 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.1 Lv1:7361, Lv2:362, Lv3:263, Lv4:2014 final FLOPs : 38330.853 Average PSNR over 10000 images: 26.89 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.4 Lv1:6984, Lv2:574, Lv3:396, Lv4:2046 final FLOPs : 37586.4 Average PSNR over 10000 images: 26.87 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.7 Lv1:6142, Lv2:1071, Lv3:680, Lv4:2107 final FLOPs : 35955.034 Average PSNR over 10000 images: 26.80 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.0 Lv1:4838, Lv2:1702, Lv3:1165, Lv4:2295 final FLOPs : 33225.046 Average PSNR over 10000 images: 26.66 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.3 Lv1:3475, Lv2:2180, Lv3:1747, Lv4:2598 final FLOPs : 30114.599 Average PSNR over 10000 images: 26.45 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.6 Lv1:2295, Lv2:2061, Lv3:2180, Lv4:3464 final FLOPs : 26495.335 Average PSNR over 10000 images: 26.16 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.1 Lv1:6317, Lv2:229, Lv3:198, Lv4:3256 final FLOPs : 34817.445 Average PSNR over 10000 images: 26.72 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.4 Lv1:6066, Lv2:367, Lv3:289, Lv4:3278 final FLOPs : 34318.03 Average PSNR over 10000 images: 26.71 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.7 Lv1:5516, Lv2:707, Lv3:465, Lv4:3312 final FLOPs : 33272.272 Average PSNR over 10000 images: 26.67 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.0 Lv1:4543, Lv2:1234, Lv3:804, Lv4:3419 final FLOPs : 31314.939 Average PSNR over 10000 images: 26.56 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.3 Lv1:3388, Lv2:1761, Lv3:1257, Lv4:3594 final FLOPs : 28857.8 Average PSNR over 10000 images: 26.40 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.6 Lv1:2266, Lv2:1944, Lv3:1875, Lv4:3915 final FLOPs : 26030.162 Average PSNR over 10000 images: 26.18 100%|██████████| 10000/10000 [03:04<00:00, 54.18it/s] Data saved to files. dim:256, snr:20, alpha:0.1, beta:0.1 Lv1:6691, Lv2:1847, Lv3:1141, Lv4:321 final FLOPs : 39227.339 Average PSNR over 10000 images: 25.65 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:0.4 Lv1:6017, Lv2:2041, Lv3:1414, Lv4:528 final FLOPs : 37610.137 Average PSNR over 10000 images: 25.58 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:0.7 Lv1:4742, Lv2:2311, Lv3:1906, Lv4:1041 final FLOPs : 34375.426 Average PSNR over 10000 images: 25.42 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.0 Lv1:3498, Lv2:2377, Lv3:2413, Lv4:1712 final FLOPs : 30907.582 Average PSNR over 10000 images: 25.20 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.3 Lv1:2453, Lv2:2395, Lv3:2688, Lv4:2464 final FLOPs : 27842.997 Average PSNR over 10000 images: 24.94 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.6 Lv1:1781, Lv2:2239, Lv3:2846, Lv4:3134 final FLOPs : 25582.949 Average PSNR over 10000 images: 24.70 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.1 Lv1:6666, Lv2:1816, Lv3:1116, Lv4:402 final FLOPs : 39083.154 Average PSNR over 10000 images: 25.65 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.4 Lv1:5995, Lv2:2016, Lv3:1392, Lv4:597 final FLOPs : 37487.039 Average PSNR over 10000 images: 25.58 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.7 Lv1:4720, Lv2:2286, Lv3:1884, Lv4:1110 final FLOPs : 34252.328 Average PSNR over 10000 images: 25.42 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.0 Lv1:3476, Lv2:2352, Lv3:2391, Lv4:1781 final FLOPs : 30784.484 Average PSNR over 10000 images: 25.20 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.3 Lv1:2431, Lv2:2370, Lv3:2666, Lv4:2533 final FLOPs : 27719.899 Average PSNR over 10000 images: 24.94 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.6 Lv1:1759, Lv2:2214, Lv3:2824, Lv4:3203 final FLOPs : 25459.851 Average PSNR over 10000 images: 24.70 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.1 Lv1:6486, Lv2:1665, Lv3:1020, Lv4:829 final FLOPs : 38214.602 Average PSNR over 10000 images: 25.63 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.4 Lv1:5865, Lv2:1870, Lv3:1275, Lv4:990 final FLOPs : 36770.205 Average PSNR over 10000 images: 25.57 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.7 Lv1:4660, Lv2:2216, Lv3:1765, Lv4:1359 final FLOPs : 33878.66 Average PSNR over 10000 images: 25.42 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.0 Lv1:3416, Lv2:2282, Lv3:2272, Lv4:2030 final FLOPs : 30410.816 Average PSNR over 10000 images: 25.21 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.3 Lv1:2371, Lv2:2300, Lv3:2547, Lv4:2782 final FLOPs : 27346.231 Average PSNR over 10000 images: 24.95 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.6 Lv1:1699, Lv2:2144, Lv3:2705, Lv4:3452 final FLOPs : 25086.183 Average PSNR over 10000 images: 24.71 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.1 Lv1:6073, Lv2:1419, Lv3:888, Lv4:1620 final FLOPs : 36440.777 Average PSNR over 10000 images: 25.58 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.4 Lv1:5565, Lv2:1604, Lv3:1092, Lv4:1739 final FLOPs : 35285.209 Average PSNR over 10000 images: 25.53 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.7 Lv1:4502, Lv2:1970, Lv3:1511, Lv4:2017 final FLOPs : 32827.446 Average PSNR over 10000 images: 25.40 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.0 Lv1:3314, Lv2:2197, Lv3:2065, Lv4:2424 final FLOPs : 29829.238 Average PSNR over 10000 images: 25.22 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.3 Lv1:2269, Lv2:2215, Lv3:2340, Lv4:3176 final FLOPs : 26764.653 Average PSNR over 10000 images: 24.97 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.6 Lv1:1597, Lv2:2059, Lv3:2498, Lv4:3846 final FLOPs : 24504.605 Average PSNR over 10000 images: 24.73 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.1 Lv1:5413, Lv2:1120, Lv3:746, Lv4:2721 final FLOPs : 33803.153 Average PSNR over 10000 images: 25.47 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.4 Lv1:5022, Lv2:1280, Lv3:899, Lv4:2799 final FLOPs : 32940.582 Average PSNR over 10000 images: 25.43 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.7 Lv1:4173, Lv2:1617, Lv3:1211, Lv4:2999 final FLOPs : 31038.373 Average PSNR over 10000 images: 25.34 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.0 Lv1:3146, Lv2:1896, Lv3:1660, Lv4:3298 final FLOPs : 28566.162 Average PSNR over 10000 images: 25.19 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.3 Lv1:2172, Lv2:2059, Lv3:2067, Lv4:3702 final FLOPs : 26041.728 Average PSNR over 10000 images: 24.99 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.6 Lv1:1500, Lv2:1903, Lv3:2225, Lv4:4372 final FLOPs : 23781.68 Average PSNR over 10000 images: 24.75 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.1 Lv1:4577, Lv2:874, Lv3:615, Lv4:3934 final FLOPs : 30711.429 Average PSNR over 10000 images: 25.32 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.4 Lv1:4307, Lv2:983, Lv3:713, Lv4:3997 final FLOPs : 30108.795 Average PSNR over 10000 images: 25.29 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.7 Lv1:3688, Lv2:1222, Lv3:945, Lv4:4145 final FLOPs : 28713.456 Average PSNR over 10000 images: 25.22 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.0 Lv1:2890, Lv2:1487, Lv3:1285, Lv4:4338 final FLOPs : 26867.27 Average PSNR over 10000 images: 25.11 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.3 Lv1:2038, Lv2:1708, Lv3:1628, Lv4:4626 final FLOPs : 24781.502 Average PSNR over 10000 images: 24.95 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.6 Lv1:1400, Lv2:1735, Lv3:1919, Lv4:4946 final FLOPs : 23009.948 Average PSNR over 10000 images: 24.78 100%|██████████| 10000/10000 [02:59<00:00, 55.74it/s] Data saved to files. dim:256, snr:10, alpha:0.1, beta:0.1 Lv1:2016, Lv2:3743, Lv3:3645, Lv4:596 final FLOPs : 29285.092 Average PSNR over 10000 images: 22.98 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:0.4 Lv1:2121, Lv2:3409, Lv3:3478, Lv4:992 final FLOPs : 28959.073 Average PSNR over 10000 images: 22.87 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:0.7 Lv1:2395, Lv2:2924, Lv3:3084, Lv4:1597 final FLOPs : 28774.783 Average PSNR over 10000 images: 22.66 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.0 Lv1:2543, Lv2:2404, Lv3:2683, Lv4:2370 final FLOPs : 28135.507 Average PSNR over 10000 images: 22.42 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.3 Lv1:2661, Lv2:2009, Lv3:2267, Lv4:3063 final FLOPs : 27601.341 Average PSNR over 10000 images: 22.20 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.6 Lv1:2650, Lv2:1820, Lv3:1894, Lv4:3636 final FLOPs : 27032.498 Average PSNR over 10000 images: 22.00 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.1 Lv1:1963, Lv2:3683, Lv3:3582, Lv4:772 final FLOPs : 28982.995 Average PSNR over 10000 images: 22.98 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.4 Lv1:2066, Lv2:3367, Lv3:3435, Lv4:1132 final FLOPs : 28692.462 Average PSNR over 10000 images: 22.87 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.7 Lv1:2340, Lv2:2882, Lv3:3041, Lv4:1737 final FLOPs : 28508.172 Average PSNR over 10000 images: 22.66 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.0 Lv1:2488, Lv2:2362, Lv3:2640, Lv4:2510 final FLOPs : 27868.896 Average PSNR over 10000 images: 22.43 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.3 Lv1:2606, Lv2:1967, Lv3:2224, Lv4:3203 final FLOPs : 27334.73 Average PSNR over 10000 images: 22.20 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.6 Lv1:2595, Lv2:1778, Lv3:1851, Lv4:3776 final FLOPs : 26765.887 Average PSNR over 10000 images: 22.01 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.1 Lv1:1762, Lv2:3393, Lv3:3285, Lv4:1560 final FLOPs : 27699.254 Average PSNR over 10000 images: 22.94 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.4 Lv1:1844, Lv2:3134, Lv3:3194, Lv4:1828 final FLOPs : 27471.036 Average PSNR over 10000 images: 22.85 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.7 Lv1:2110, Lv2:2727, Lv3:2881, Lv4:2282 final FLOPs : 27439.242 Average PSNR over 10000 images: 22.68 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.0 Lv1:2258, Lv2:2207, Lv3:2480, Lv4:3055 final FLOPs : 26799.966 Average PSNR over 10000 images: 22.44 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.3 Lv1:2376, Lv2:1812, Lv3:2064, Lv4:3748 final FLOPs : 26265.8 Average PSNR over 10000 images: 22.22 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.6 Lv1:2365, Lv2:1623, Lv3:1691, Lv4:4321 final FLOPs : 25696.957 Average PSNR over 10000 images: 22.02 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.1 Lv1:1420, Lv2:2850, Lv3:2765, Lv4:2965 final FLOPs : 25424.02 Average PSNR over 10000 images: 22.85 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.4 Lv1:1482, Lv2:2622, Lv3:2744, Lv4:3152 final FLOPs : 25226.362 Average PSNR over 10000 images: 22.78 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.7 Lv1:1694, Lv2:2338, Lv3:2497, Lv4:3471 final FLOPs : 25269.502 Average PSNR over 10000 images: 22.65 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.0 Lv1:1874, Lv2:2008, Lv3:2258, Lv4:3860 final FLOPs : 25141.274 Average PSNR over 10000 images: 22.48 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.3 Lv1:1992, Lv2:1613, Lv3:1842, Lv4:4553 final FLOPs : 24607.108 Average PSNR over 10000 images: 22.25 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.6 Lv1:1981, Lv2:1424, Lv3:1469, Lv4:5126 final FLOPs : 24038.265 Average PSNR over 10000 images: 22.06 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.1 Lv1:1062, Lv2:2217, Lv3:2212, Lv4:4509 final FLOPs : 22929.978 Average PSNR over 10000 images: 22.71 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.4 Lv1:1121, Lv2:2044, Lv3:2208, Lv4:4627 final FLOPs : 22824.333 Average PSNR over 10000 images: 22.66 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.7 Lv1:1266, Lv2:1868, Lv3:2028, Lv4:4838 final FLOPs : 22877.578 Average PSNR over 10000 images: 22.56 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.0 Lv1:1424, Lv2:1639, Lv3:1842, Lv4:5095 final FLOPs : 22879.812 Average PSNR over 10000 images: 22.43 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.3 Lv1:1556, Lv2:1408, Lv3:1630, Lv4:5406 final FLOPs : 22782.292 Average PSNR over 10000 images: 22.30 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.6 Lv1:1545, Lv2:1219, Lv3:1257, Lv4:5979 final FLOPs : 22213.449 Average PSNR over 10000 images: 22.10 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.1 Lv1:776, Lv2:1565, Lv3:1648, Lv4:6011 final FLOPs : 20622.308 Average PSNR over 10000 images: 22.53 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.4 Lv1:794, Lv2:1464, Lv3:1672, Lv4:6070 final FLOPs : 20524.962 Average PSNR over 10000 images: 22.50 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.7 Lv1:883, Lv2:1359, Lv3:1555, Lv4:6203 final FLOPs : 20558.811 Average PSNR over 10000 images: 22.44 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.0 Lv1:1010, Lv2:1197, Lv3:1415, Lv4:6378 final FLOPs : 20602.87 Average PSNR over 10000 images: 22.35 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.3 Lv1:1073, Lv2:1076, Lv3:1264, Lv4:6587 final FLOPs : 20508.989 Average PSNR over 10000 images: 22.25 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.6 Lv1:1141, Lv2:1021, Lv3:1080, Lv4:6758 final FLOPs : 20520.717 Average PSNR over 10000 images: 22.16 100%|██████████| 10000/10000 [03:01<00:00, 55.00it/s] Data saved to files. dim:256, snr:0, alpha:0.1, beta:0.1 Lv1:772, Lv2:3283, Lv3:5410, Lv4:535 final FLOPs : 25688.824 Average PSNR over 10000 images: 19.77 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:0.4 Lv1:963, Lv2:3256, Lv3:5031, Lv4:750 final FLOPs : 26014.983 Average PSNR over 10000 images: 19.69 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:0.7 Lv1:1280, Lv2:3086, Lv3:4481, Lv4:1153 final FLOPs : 26395.272 Average PSNR over 10000 images: 19.53 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.0 Lv1:1662, Lv2:2856, Lv3:3780, Lv4:1702 final FLOPs : 26789.174 Average PSNR over 10000 images: 19.33 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.3 Lv1:2177, Lv2:2651, Lv3:3016, Lv4:2156 final FLOPs : 27601.841 Average PSNR over 10000 images: 19.09 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.6 Lv1:2635, Lv2:2371, Lv3:2307, Lv4:2687 final FLOPs : 28144.899 Average PSNR over 10000 images: 18.85 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.1 Lv1:749, Lv2:3268, Lv3:5377, Lv4:606 final FLOPs : 25572.697 Average PSNR over 10000 images: 19.77 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.4 Lv1:934, Lv2:3235, Lv3:5015, Lv4:816 final FLOPs : 25880.258 Average PSNR over 10000 images: 19.69 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.7 Lv1:1251, Lv2:3065, Lv3:4465, Lv4:1219 final FLOPs : 26260.547 Average PSNR over 10000 images: 19.53 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.0 Lv1:1633, Lv2:2835, Lv3:3764, Lv4:1768 final FLOPs : 26654.449 Average PSNR over 10000 images: 19.33 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.3 Lv1:2148, Lv2:2630, Lv3:3000, Lv4:2222 final FLOPs : 27467.116 Average PSNR over 10000 images: 19.09 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.6 Lv1:2606, Lv2:2350, Lv3:2291, Lv4:2753 final FLOPs : 28010.174 Average PSNR over 10000 images: 18.85 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.1 Lv1:682, Lv2:3149, Lv3:5258, Lv4:911 final FLOPs : 25095.87 Average PSNR over 10000 images: 19.76 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.4 Lv1:844, Lv2:3141, Lv3:4924, Lv4:1091 final FLOPs : 25389.816 Average PSNR over 10000 images: 19.69 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.7 Lv1:1129, Lv2:3005, Lv3:4415, Lv4:1451 final FLOPs : 25751.073 Average PSNR over 10000 images: 19.54 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.0 Lv1:1511, Lv2:2775, Lv3:3714, Lv4:2000 final FLOPs : 26144.975 Average PSNR over 10000 images: 19.34 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.3 Lv1:2026, Lv2:2570, Lv3:2950, Lv4:2454 final FLOPs : 26957.642 Average PSNR over 10000 images: 19.10 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.6 Lv1:2484, Lv2:2290, Lv3:2241, Lv4:2985 final FLOPs : 27500.7 Average PSNR over 10000 images: 18.86 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.1 Lv1:573, Lv2:2887, Lv3:4975, Lv4:1565 final FLOPs : 24153.661 Average PSNR over 10000 images: 19.71 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.4 Lv1:698, Lv2:2902, Lv3:4689, Lv4:1711 final FLOPs : 24398.874 Average PSNR over 10000 images: 19.66 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.7 Lv1:926, Lv2:2820, Lv3:4236, Lv4:2018 final FLOPs : 24705.254 Average PSNR over 10000 images: 19.53 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.0 Lv1:1282, Lv2:2680, Lv3:3606, Lv4:2432 final FLOPs : 25209.546 Average PSNR over 10000 images: 19.36 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.3 Lv1:1797, Lv2:2475, Lv3:2842, Lv4:2886 final FLOPs : 26022.213 Average PSNR over 10000 images: 19.12 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.6 Lv1:2255, Lv2:2195, Lv3:2133, Lv4:3417 final FLOPs : 26565.271 Average PSNR over 10000 images: 18.88 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.1 Lv1:467, Lv2:2526, Lv3:4525, Lv4:2482 final FLOPs : 22957.599 Average PSNR over 10000 images: 19.63 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.4 Lv1:550, Lv2:2582, Lv3:4285, Lv4:2583 final FLOPs : 23167.19 Average PSNR over 10000 images: 19.59 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.7 Lv1:727, Lv2:2527, Lv3:3919, Lv4:2827 final FLOPs : 23410.927 Average PSNR over 10000 images: 19.49 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.0 Lv1:1009, Lv2:2432, Lv3:3394, Lv4:3165 final FLOPs : 23821.421 Average PSNR over 10000 images: 19.34 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.3 Lv1:1417, Lv2:2341, Lv3:2739, Lv4:3503 final FLOPs : 24554.337 Average PSNR over 10000 images: 19.15 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.6 Lv1:1875, Lv2:2061, Lv3:2030, Lv4:4034 final FLOPs : 25097.395 Average PSNR over 10000 images: 18.91 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.1 Lv1:373, Lv2:2114, Lv3:3937, Lv4:3576 final FLOPs : 21632.585 Average PSNR over 10000 images: 19.51 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.4 Lv1:431, Lv2:2180, Lv3:3748, Lv4:3641 final FLOPs : 21811.043 Average PSNR over 10000 images: 19.48 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.7 Lv1:562, Lv2:2131, Lv3:3482, Lv4:3825 final FLOPs : 21980.558 Average PSNR over 10000 images: 19.40 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.0 Lv1:756, Lv2:2097, Lv3:3067, Lv4:4080 final FLOPs : 22283.136 Average PSNR over 10000 images: 19.28 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.3 Lv1:1072, Lv2:2057, Lv3:2529, Lv4:4342 final FLOPs : 22883.212 Average PSNR over 10000 images: 19.13 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.6 Lv1:1407, Lv2:1929, Lv3:1954, Lv4:4710 final FLOPs : 23374.527 Average PSNR over 10000 images: 18.96 Process finished with exit code 0
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