UOMOP
RS 본문
% 데이터: alpha, beta, dim, snr, Average PSNR, FLOPs
data = [
0.1, 0.1, 512, 30, 30.06, 45269.61;
0.1, 0.4, 512, 30, 30.05, 45131.627;
0.1, 0.7, 512, 30, 30.03, 44734.679;
0.1, 1.0, 512, 30, 29.98, 43972.61;
0.1, 1.3, 512, 30, 29.87, 42476.44;
0.1, 1.6, 512, 30, 29.68, 40356.324;
0.4, 0.1, 512, 30, 30.06, 45269.61;
0.4, 0.4, 512, 30, 30.05, 45129.967;
0.4, 0.7, 512, 30, 30.03, 44733.019;
0.4, 1.0, 512, 30, 29.98, 43970.95;
0.4, 1.3, 512, 30, 29.87, 42474.78;
0.4, 1.6, 512, 30, 29.68, 40354.664;
0.7, 0.1, 512, 30, 30.06, 45258.396;
0.7, 0.4, 512, 30, 30.05, 45122.346;
0.7, 0.7, 512, 30, 30.03, 44729.31;
0.7, 1.0, 512, 30, 29.98, 43967.241;
0.7, 1.3, 512, 30, 29.87, 42471.071;
0.7, 1.6, 512, 30, 29.68, 40350.955;
1.0, 0.1, 512, 30, 30.05, 45222.978;
1.0, 0.4, 512, 30, 30.05, 45086.812;
1.0, 0.7, 512, 30, 30.03, 44692.522;
1.0, 1.0, 512, 30, 29.98, 43958.912;
1.0, 1.3, 512, 30, 29.87, 42462.742;
1.0, 1.6, 512, 30, 29.68, 40342.626;
1.3, 0.1, 512, 30, 30.05, 45132.319;
1.3, 0.4, 512, 30, 30.04, 45016.858;
1.3, 0.7, 512, 30, 30.03, 44638.902;
1.3, 1.0, 512, 30, 29.98, 43922.119;
1.3, 1.3, 512, 30, 29.87, 42448.452;
1.3, 1.6, 512, 30, 29.68, 40328.336;
1.6, 0.1, 512, 30, 30.04, 44972.564;
1.6, 0.4, 512, 30, 30.04, 44869.049;
1.6, 0.7, 512, 30, 30.02, 44511.119;
1.6, 1.0, 512, 30, 29.98, 43822.529;
1.6, 1.3, 512, 30, 29.87, 42392.488;
1.6, 1.6, 512, 30, 29.68, 40299.367;
];
% 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: 1.0 PSNR: 29.98, FLOPs: 43822.53
dim:512, snr:30, alpha:0.1, beta:0.1 Lv1:9674, Lv2:278, Lv3:41, Lv4:7 final FLOPs : 45269.61 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:0.4 Lv1:9603, Lv2:315, Lv3:78, Lv4:4 final FLOPs : 45131.627 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:0.7 Lv1:9383, Lv2:469, Lv3:134, Lv4:14 final FLOPs : 44734.679 Average PSNR over 10000 images: 30.03 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.0 Lv1:8954, Lv2:788, Lv3:211, Lv4:47 final FLOPs : 43972.61 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.3 Lv1:8124, Lv2:1381, Lv3:391, Lv4:104 final FLOPs : 42476.44 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:0.1, beta:1.6 Lv1:6956, Lv2:2190, Lv3:691, Lv4:163 final FLOPs : 40356.324 Average PSNR over 10000 images: 29.68 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.1 Lv1:9674, Lv2:278, Lv3:41, Lv4:7 final FLOPs : 45269.61 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.4 Lv1:9603, Lv2:314, Lv3:78, Lv4:5 final FLOPs : 45129.967 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:0.7 Lv1:9383, Lv2:468, Lv3:134, Lv4:15 final FLOPs : 44733.019 Average PSNR over 10000 images: 30.03 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.0 Lv1:8954, Lv2:787, Lv3:211, Lv4:48 final FLOPs : 43970.95 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.3 Lv1:8124, Lv2:1380, Lv3:391, Lv4:105 final FLOPs : 42474.78 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:0.4, beta:1.6 Lv1:6956, Lv2:2189, Lv3:691, Lv4:164 final FLOPs : 40354.664 Average PSNR over 10000 images: 29.68 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.1 Lv1:9672, Lv2:275, Lv3:41, Lv4:12 final FLOPs : 45258.396 Average PSNR over 10000 images: 30.06 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.4 Lv1:9602, Lv2:312, Lv3:76, Lv4:10 final FLOPs : 45122.346 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:0.7 Lv1:9382, Lv2:468, Lv3:133, Lv4:17 final FLOPs : 44729.31 Average PSNR over 10000 images: 30.03 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.0 Lv1:8953, Lv2:787, Lv3:210, Lv4:50 final FLOPs : 43967.241 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.3 Lv1:8123, Lv2:1380, Lv3:390, Lv4:107 final FLOPs : 42471.071 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:0.7, beta:1.6 Lv1:6955, Lv2:2189, Lv3:690, Lv4:166 final FLOPs : 40350.955 Average PSNR over 10000 images: 29.68 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.1 Lv1:9666, Lv2:266, Lv3:38, Lv4:30 final FLOPs : 45222.978 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.4 Lv1:9596, Lv2:304, Lv3:70, Lv4:30 final FLOPs : 45086.812 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:0.7 Lv1:9374, Lv2:463, Lv3:127, Lv4:36 final FLOPs : 44692.522 Average PSNR over 10000 images: 30.03 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.0 Lv1:8952, Lv2:786, Lv3:204, Lv4:58 final FLOPs : 43958.912 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.3 Lv1:8122, Lv2:1379, Lv3:384, Lv4:115 final FLOPs : 42462.742 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:1.0, beta:1.6 Lv1:6954, Lv2:2188, Lv3:684, Lv4:174 final FLOPs : 40342.626 Average PSNR over 10000 images: 29.68 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.1 Lv1:9643, Lv2:256, Lv3:34, Lv4:67 final FLOPs : 45132.319 Average PSNR over 10000 images: 30.05 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.4 Lv1:9582, Lv2:291, Lv3:62, Lv4:65 final FLOPs : 45016.858 Average PSNR over 10000 images: 30.04 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:0.7 Lv1:9366, Lv2:450, Lv3:115, Lv4:69 final FLOPs : 44638.902 Average PSNR over 10000 images: 30.03 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.0 Lv1:8947, Lv2:780, Lv3:185, Lv4:88 final FLOPs : 43922.119 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.3 Lv1:8120, Lv2:1377, Lv3:376, Lv4:127 final FLOPs : 42448.452 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:1.3, beta:1.6 Lv1:6952, Lv2:2186, Lv3:676, Lv4:186 final FLOPs : 40328.336 Average PSNR over 10000 images: 29.68 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.1 Lv1:9600, Lv2:243, Lv3:27, Lv4:130 final FLOPs : 44972.564 Average PSNR over 10000 images: 30.04 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.4 Lv1:9545, Lv2:275, Lv3:52, Lv4:128 final FLOPs : 44869.049 Average PSNR over 10000 images: 30.04 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:0.7 Lv1:9339, Lv2:428, Lv3:103, Lv4:130 final FLOPs : 44511.119 Average PSNR over 10000 images: 30.02 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.0 Lv1:8933, Lv2:752, Lv3:169, Lv4:146 final FLOPs : 43822.529 Average PSNR over 10000 images: 29.98 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.3 Lv1:8116, Lv2:1359, Lv3:353, Lv4:172 final FLOPs : 42392.488 Average PSNR over 10000 images: 29.87 Data loaded from files. dim:512, snr:30, alpha:1.6, beta:1.6 Lv1:6947, Lv2:2184, Lv3:659, Lv4:210 final FLOPs : 40299.367 Average PSNR over 10000 images: 29.68 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:29<00:00, 66.81it/s] Data saved to files. dim:512, snr:20, alpha:0.1, beta:0.1 Lv1:8355, Lv2:1221, Lv3:367, Lv4:57 final FLOPs : 42916.659 Average PSNR over 10000 images: 27.65 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:0.4 Lv1:8131, Lv2:1264, Lv3:515, Lv4:90 final FLOPs : 42377.447 Average PSNR over 10000 images: 27.62 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:0.7 Lv1:7396, Lv2:1590, Lv3:834, Lv4:180 final FLOPs : 40816.46 Average PSNR over 10000 images: 27.54 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.0 Lv1:6275, Lv2:2129, Lv3:1257, Lv4:339 final FLOPs : 38467.459 Average PSNR over 10000 images: 27.39 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.3 Lv1:5026, Lv2:2572, Lv3:1765, Lv4:637 final FLOPs : 35610.442 Average PSNR over 10000 images: 27.19 Data loaded from files. dim:512, snr:20, alpha:0.1, beta:1.6 Lv1:3705, Lv2:2949, Lv3:2343, Lv4:1003 final FLOPs : 32460.881 Average PSNR over 10000 images: 26.91 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.1 Lv1:8349, Lv2:1219, Lv3:365, Lv4:67 final FLOPs : 42893.453 Average PSNR over 10000 images: 27.65 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.4 Lv1:8129, Lv2:1264, Lv3:510, Lv4:97 final FLOPs : 42368.253 Average PSNR over 10000 images: 27.62 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:0.7 Lv1:7394, Lv2:1590, Lv3:829, Lv4:187 final FLOPs : 40807.266 Average PSNR over 10000 images: 27.54 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.0 Lv1:6273, Lv2:2129, Lv3:1252, Lv4:346 final FLOPs : 38458.265 Average PSNR over 10000 images: 27.39 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.3 Lv1:5024, Lv2:2572, Lv3:1760, Lv4:644 final FLOPs : 35601.248 Average PSNR over 10000 images: 27.19 Data loaded from files. dim:512, snr:20, alpha:0.4, beta:1.6 Lv1:3703, Lv2:2949, Lv3:2338, Lv4:1010 final FLOPs : 32451.687 Average PSNR over 10000 images: 26.91 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.1 Lv1:8333, Lv2:1196, Lv3:356, Lv4:115 final FLOPs : 42800.073 Average PSNR over 10000 images: 27.64 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.4 Lv1:8120, Lv2:1247, Lv3:495, Lv4:138 final FLOPs : 42303.1 Average PSNR over 10000 images: 27.62 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:0.7 Lv1:7383, Lv2:1584, Lv3:819, Lv4:214 final FLOPs : 40757.099 Average PSNR over 10000 images: 27.54 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.0 Lv1:6262, Lv2:2123, Lv3:1242, Lv4:373 final FLOPs : 38408.098 Average PSNR over 10000 images: 27.39 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.3 Lv1:5013, Lv2:2566, Lv3:1750, Lv4:671 final FLOPs : 35551.081 Average PSNR over 10000 images: 27.19 Data loaded from files. dim:512, snr:20, alpha:0.7, beta:1.6 Lv1:3692, Lv2:2943, Lv3:2328, Lv4:1037 final FLOPs : 32401.52 Average PSNR over 10000 images: 26.91 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.1 Lv1:8284, Lv2:1143, Lv3:336, Lv4:237 final FLOPs : 42547.52 Average PSNR over 10000 images: 27.63 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.4 Lv1:8079, Lv2:1206, Lv3:458, Lv4:257 final FLOPs : 42085.339 Average PSNR over 10000 images: 27.61 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:0.7 Lv1:7348, Lv2:1563, Lv3:773, Lv4:316 final FLOPs : 40585.912 Average PSNR over 10000 images: 27.53 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.0 Lv1:6246, Lv2:2112, Lv3:1215, Lv4:427 final FLOPs : 38323.982 Average PSNR over 10000 images: 27.40 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.3 Lv1:4997, Lv2:2555, Lv3:1723, Lv4:725 final FLOPs : 35466.965 Average PSNR over 10000 images: 27.19 Data loaded from files. dim:512, snr:20, alpha:1.0, beta:1.6 Lv1:3676, Lv2:2932, Lv3:2301, Lv4:1091 final FLOPs : 32317.404 Average PSNR over 10000 images: 26.91 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.1 Lv1:8137, Lv2:1048, Lv3:310, Lv4:505 final FLOPs : 41916.229 Average PSNR over 10000 images: 27.61 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.4 Lv1:7936, Lv2:1133, Lv3:409, Lv4:522 final FLOPs : 41489.42 Average PSNR over 10000 images: 27.58 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:0.7 Lv1:7256, Lv2:1479, Lv3:699, Lv4:566 final FLOPs : 40115.9 Average PSNR over 10000 images: 27.52 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.0 Lv1:6191, Lv2:2043, Lv3:1117, Lv4:649 final FLOPs : 37979.991 Average PSNR over 10000 images: 27.39 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.3 Lv1:4973, Lv2:2529, Lv3:1662, Lv4:836 final FLOPs : 35312.885 Average PSNR over 10000 images: 27.19 Data loaded from files. dim:512, snr:20, alpha:1.3, beta:1.6 Lv1:3652, Lv2:2906, Lv3:2240, Lv4:1202 final FLOPs : 32163.324 Average PSNR over 10000 images: 26.91 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.1 Lv1:7894, Lv2:940, Lv3:263, Lv4:903 final FLOPs : 40951.694 Average PSNR over 10000 images: 27.55 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.4 Lv1:7717, Lv2:1014, Lv3:355, Lv4:914 final FLOPs : 40577.289 Average PSNR over 10000 images: 27.53 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:0.7 Lv1:7090, Lv2:1340, Lv3:620, Lv4:950 final FLOPs : 39320.97 Average PSNR over 10000 images: 27.47 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.0 Lv1:6081, Lv2:1910, Lv3:999, Lv4:1010 final FLOPs : 37346.485 Average PSNR over 10000 images: 27.35 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.3 Lv1:4909, Lv2:2431, Lv3:1518, Lv4:1142 final FLOPs : 34865.469 Average PSNR over 10000 images: 27.17 Data loaded from files. dim:512, snr:20, alpha:1.6, beta:1.6 Lv1:3625, Lv2:2868, Lv3:2159, Lv4:1348 final FLOPs : 31968.133 Average PSNR over 10000 images: 26.92 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:34<00:00, 64.73it/s] Data saved to files. dim:512, snr:10, alpha:0.1, beta:0.1 Lv1:7407, Lv2:1741, Lv3:663, Lv4:189 final FLOPs : 41000.175 Average PSNR over 10000 images: 23.83 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:0.4 Lv1:6593, Lv2:2052, Lv3:1006, Lv4:349 final FLOPs : 39182.253 Average PSNR over 10000 images: 23.76 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:0.7 Lv1:5099, Lv2:2531, Lv3:1615, Lv4:755 final FLOPs : 35681.123 Average PSNR over 10000 images: 23.60 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.0 Lv1:3537, Lv2:2819, Lv3:2296, Lv4:1348 final FLOPs : 31693.601 Average PSNR over 10000 images: 23.37 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.3 Lv1:2343, Lv2:2756, Lv3:2717, Lv4:2184 final FLOPs : 28116.555 Average PSNR over 10000 images: 23.11 Data loaded from files. dim:512, snr:10, alpha:0.1, beta:1.6 Lv1:1400, Lv2:2554, Lv3:2987, Lv4:3059 final FLOPs : 25001.744 Average PSNR over 10000 images: 22.83 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.1 Lv1:7376, Lv2:1722, Lv3:642, Lv4:260 final FLOPs : 40859.576 Average PSNR over 10000 images: 23.83 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.4 Lv1:6579, Lv2:2034, Lv3:985, Lv4:402 final FLOPs : 39096.303 Average PSNR over 10000 images: 23.76 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:0.7 Lv1:5085, Lv2:2513, Lv3:1594, Lv4:808 final FLOPs : 35595.173 Average PSNR over 10000 images: 23.60 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.0 Lv1:3523, Lv2:2801, Lv3:2275, Lv4:1401 final FLOPs : 31607.651 Average PSNR over 10000 images: 23.37 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.3 Lv1:2329, Lv2:2738, Lv3:2696, Lv4:2237 final FLOPs : 28030.605 Average PSNR over 10000 images: 23.11 Data loaded from files. dim:512, snr:10, alpha:0.4, beta:1.6 Lv1:1386, Lv2:2536, Lv3:2966, Lv4:3112 final FLOPs : 24915.794 Average PSNR over 10000 images: 22.83 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.1 Lv1:7227, Lv2:1598, Lv3:569, Lv4:606 final FLOPs : 40146.087 Average PSNR over 10000 images: 23.82 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.4 Lv1:6480, Lv2:1938, Lv3:874, Lv4:708 final FLOPs : 38562.648 Average PSNR over 10000 images: 23.76 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:0.7 Lv1:5040, Lv2:2449, Lv3:1510, Lv4:1001 final FLOPs : 35298.94 Average PSNR over 10000 images: 23.61 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.0 Lv1:3478, Lv2:2737, Lv3:2191, Lv4:1594 final FLOPs : 31311.418 Average PSNR over 10000 images: 23.38 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.3 Lv1:2284, Lv2:2674, Lv3:2612, Lv4:2430 final FLOPs : 27734.372 Average PSNR over 10000 images: 23.11 Data loaded from files. dim:512, snr:10, alpha:0.7, beta:1.6 Lv1:1341, Lv2:2472, Lv3:2882, Lv4:3305 final FLOPs : 24619.561 Average PSNR over 10000 images: 22.84 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.1 Lv1:6807, Lv2:1392, Lv3:463, Lv4:1338 final FLOPs : 38432.235 Average PSNR over 10000 images: 23.77 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.4 Lv1:6189, Lv2:1685, Lv3:720, Lv4:1406 final FLOPs : 37144.453 Average PSNR over 10000 images: 23.71 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:0.7 Lv1:4891, Lv2:2229, Lv3:1260, Lv4:1620 final FLOPs : 34321.307 Average PSNR over 10000 images: 23.59 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.0 Lv1:3420, Lv2:2629, Lv3:1994, Lv4:1957 final FLOPs : 30834.728 Average PSNR over 10000 images: 23.39 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.3 Lv1:2226, Lv2:2566, Lv3:2415, Lv4:2793 final FLOPs : 27257.682 Average PSNR over 10000 images: 23.13 Data loaded from files. dim:512, snr:10, alpha:1.0, beta:1.6 Lv1:1283, Lv2:2364, Lv3:2685, Lv4:3668 final FLOPs : 24142.871 Average PSNR over 10000 images: 22.85 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.1 Lv1:6010, Lv2:1084, Lv3:359, Lv4:2547 final FLOPs : 35375.138 Average PSNR over 10000 images: 23.64 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.4 Lv1:5578, Lv2:1298, Lv3:539, Lv4:2585 final FLOPs : 34490.394 Average PSNR over 10000 images: 23.61 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:0.7 Lv1:4519, Lv2:1807, Lv3:947, Lv4:2727 final FLOPs : 32275.967 Average PSNR over 10000 images: 23.51 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.0 Lv1:3263, Lv2:2265, Lv3:1545, Lv4:2927 final FLOPs : 29475.311 Average PSNR over 10000 images: 23.35 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.3 Lv1:2158, Lv2:2429, Lv3:2117, Lv4:3296 final FLOPs : 26641.89 Average PSNR over 10000 images: 23.15 Data loaded from files. dim:512, snr:10, alpha:1.3, beta:1.6 Lv1:1215, Lv2:2227, Lv3:2387, Lv4:4171 final FLOPs : 23527.079 Average PSNR over 10000 images: 22.87 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.1 Lv1:4953, Lv2:813, Lv3:244, Lv4:3990 final FLOPs : 31562.529 Average PSNR over 10000 images: 23.46 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.4 Lv1:4667, Lv2:952, Lv3:368, Lv4:4013 final FLOPs : 30975.215 Average PSNR over 10000 images: 23.44 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:0.7 Lv1:3907, Lv2:1348, Lv3:655, Lv4:4090 final FLOPs : 29433.559 Average PSNR over 10000 images: 23.36 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.0 Lv1:2928, Lv2:1797, Lv3:1078, Lv4:4197 final FLOPs : 27377.772 Average PSNR over 10000 images: 23.24 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.3 Lv1:2000, Lv2:1995, Lv3:1577, Lv4:4428 final FLOPs : 25109.284 Average PSNR over 10000 images: 23.09 Data loaded from files. dim:512, snr:10, alpha:1.6, beta:1.6 Lv1:1157, Lv2:2035, Lv3:2050, Lv4:4758 final FLOPs : 22828.069 Average PSNR over 10000 images: 22.90 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:31<00:00, 65.79it/s] Data saved to files. dim:512, snr:0, alpha:0.1, beta:0.1 Lv1:5981, Lv2:2050, Lv3:1341, Lv4:628 final FLOPs : 37469.649 Average PSNR over 10000 images: 19.64 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:0.4 Lv1:5101, Lv2:2280, Lv3:1655, Lv4:964 final FLOPs : 35294.377 Average PSNR over 10000 images: 19.53 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:0.7 Lv1:3703, Lv2:2500, Lv3:2184, Lv4:1613 final FLOPs : 31615.179 Average PSNR over 10000 images: 19.33 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.0 Lv1:2468, Lv2:2615, Lv3:2523, Lv4:2394 final FLOPs : 28157.272 Average PSNR over 10000 images: 19.09 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.3 Lv1:1734, Lv2:2468, Lv3:2694, Lv4:3104 final FLOPs : 25726.606 Average PSNR over 10000 images: 18.85 Data loaded from files. dim:512, snr:0, alpha:0.1, beta:1.6 Lv1:1256, Lv2:2356, Lv3:2751, Lv4:3637 final FLOPs : 24084.504 Average PSNR over 10000 images: 18.66 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.1 Lv1:5886, Lv2:1984, Lv3:1282, Lv4:848 final FLOPs : 37029.046 Average PSNR over 10000 images: 19.63 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.4 Lv1:5048, Lv2:2217, Lv3:1586, Lv4:1149 final FLOPs : 34983.748 Average PSNR over 10000 images: 19.54 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:0.7 Lv1:3650, Lv2:2437, Lv3:2115, Lv4:1798 final FLOPs : 31304.55 Average PSNR over 10000 images: 19.33 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.0 Lv1:2415, Lv2:2552, Lv3:2454, Lv4:2579 final FLOPs : 27846.643 Average PSNR over 10000 images: 19.09 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.3 Lv1:1681, Lv2:2405, Lv3:2625, Lv4:3289 final FLOPs : 25415.977 Average PSNR over 10000 images: 18.86 Data loaded from files. dim:512, snr:0, alpha:0.4, beta:1.6 Lv1:1203, Lv2:2293, Lv3:2682, Lv4:3822 final FLOPs : 23773.875 Average PSNR over 10000 images: 18.66 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.1 Lv1:5471, Lv2:1714, Lv3:1075, Lv4:1740 final FLOPs : 35164.747 Average PSNR over 10000 images: 19.60 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.4 Lv1:4782, Lv2:1948, Lv3:1311, Lv4:1959 final FLOPs : 33545.286 Average PSNR over 10000 images: 19.52 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:0.7 Lv1:3523, Lv2:2217, Lv3:1836, Lv4:2424 final FLOPs : 30378.323 Average PSNR over 10000 images: 19.35 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.0 Lv1:2288, Lv2:2332, Lv3:2175, Lv4:3205 final FLOPs : 26920.416 Average PSNR over 10000 images: 19.11 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.3 Lv1:1554, Lv2:2185, Lv3:2346, Lv4:3915 final FLOPs : 24489.75 Average PSNR over 10000 images: 18.88 Data loaded from files. dim:512, snr:0, alpha:0.7, beta:1.6 Lv1:1076, Lv2:2073, Lv3:2403, Lv4:4448 final FLOPs : 22847.648 Average PSNR over 10000 images: 18.68 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.1 Lv1:4701, Lv2:1326, Lv3:818, Lv4:3155 final FLOPs : 31968.433 Average PSNR over 10000 images: 19.50 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.4 Lv1:4195, Lv2:1538, Lv3:989, Lv4:3278 final FLOPs : 30844.383 Average PSNR over 10000 images: 19.45 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:0.7 Lv1:3210, Lv2:1805, Lv3:1391, Lv4:3594 final FLOPs : 28455.342 Average PSNR over 10000 images: 19.32 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.0 Lv1:2152, Lv2:2021, Lv3:1775, Lv4:4052 final FLOPs : 25743.444 Average PSNR over 10000 images: 19.15 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.3 Lv1:1418, Lv2:1874, Lv3:1946, Lv4:4762 final FLOPs : 23312.778 Average PSNR over 10000 images: 18.91 Data loaded from files. dim:512, snr:0, alpha:1.0, beta:1.6 Lv1:940, Lv2:1762, Lv3:2003, Lv4:5295 final FLOPs : 21670.676 Average PSNR over 10000 images: 18.71 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.1 Lv1:3697, Lv2:932, Lv3:562, Lv4:4809 final FLOPs : 28033.373 Average PSNR over 10000 images: 19.35 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.4 Lv1:3359, Lv2:1086, Lv3:660, Lv4:4895 final FLOPs : 27293.483 Average PSNR over 10000 images: 19.32 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:0.7 Lv1:2688, Lv2:1292, Lv3:948, Lv4:5072 final FLOPs : 25714.432 Average PSNR over 10000 images: 19.24 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.0 Lv1:1877, Lv2:1528, Lv3:1229, Lv4:5366 final FLOPs : 23744.657 Average PSNR over 10000 images: 19.11 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.3 Lv1:1261, Lv2:1529, Lv3:1479, Lv4:5731 final FLOPs : 21974.245 Average PSNR over 10000 images: 18.97 Data loaded from files. dim:512, snr:0, alpha:1.3, beta:1.6 Lv1:783, Lv2:1417, Lv3:1536, Lv4:6264 final FLOPs : 20332.143 Average PSNR over 10000 images: 18.77 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.1 Lv1:2736, Lv2:623, Lv3:374, Lv4:6267 final FLOPs : 24413.7 Average PSNR over 10000 images: 19.18 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.4 Lv1:2533, Lv2:719, Lv3:430, Lv4:6318 final FLOPs : 23973.461 Average PSNR over 10000 images: 19.16 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:0.7 Lv1:2096, Lv2:861, Lv3:615, Lv4:6428 final FLOPs : 22956.572 Average PSNR over 10000 images: 19.11 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.0 Lv1:1536, Lv2:1073, Lv3:788, Lv4:6603 final FLOPs : 21665.388 Average PSNR over 10000 images: 19.02 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.3 Lv1:1080, Lv2:1122, Lv3:970, Lv4:6828 final FLOPs : 20433.12 Average PSNR over 10000 images: 18.92 Data loaded from files. dim:512, snr:0, alpha:1.6, beta:1.6 Lv1:678, Lv2:1151, Lv3:1130, Lv4:7041 final FLOPs : 19322.946 Average PSNR over 10000 images: 18.82 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:20<00:00, 71.10it/s] Data saved to files. dim:256, snr:30, alpha:0.1, beta:0.1 Lv1:9818, Lv2:123, Lv3:49, Lv4:10 final FLOPs : 45465.894 Average PSNR over 10000 images: 26.98 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:0.4 Lv1:9757, Lv2:143, Lv3:79, Lv4:21 final FLOPs : 45326.717 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:0.7 Lv1:9643, Lv2:203, Lv3:116, Lv4:38 final FLOPs : 45092.883 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.0 Lv1:9344, Lv2:406, Lv3:181, Lv4:69 final FLOPs : 44536.36 Average PSNR over 10000 images: 26.93 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.3 Lv1:8793, Lv2:747, Lv3:323, Lv4:137 final FLOPs : 43469.017 Average PSNR over 10000 images: 26.85 Data loaded from files. dim:256, snr:30, alpha:0.1, beta:1.6 Lv1:7843, Lv2:1308, Lv3:603, Lv4:246 final FLOPs : 41604.887 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.1 Lv1:9815, Lv2:121, Lv3:47, Lv4:17 final FLOPs : 45452.039 Average PSNR over 10000 images: 26.98 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.4 Lv1:9757, Lv2:142, Lv3:76, Lv4:25 final FLOPs : 45323.281 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:0.7 Lv1:9643, Lv2:202, Lv3:113, Lv4:42 final FLOPs : 45089.447 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.0 Lv1:9344, Lv2:405, Lv3:178, Lv4:73 final FLOPs : 44532.924 Average PSNR over 10000 images: 26.93 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.3 Lv1:8793, Lv2:746, Lv3:320, Lv4:141 final FLOPs : 43465.581 Average PSNR over 10000 images: 26.85 Data loaded from files. dim:256, snr:30, alpha:0.4, beta:1.6 Lv1:7843, Lv2:1307, Lv3:600, Lv4:250 final FLOPs : 41601.451 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.1 Lv1:9810, Lv2:115, Lv3:45, Lv4:30 final FLOPs : 45425.31 Average PSNR over 10000 images: 26.98 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.4 Lv1:9754, Lv2:138, Lv3:71, Lv4:37 final FLOPs : 45304.33 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:0.7 Lv1:9639, Lv2:200, Lv3:110, Lv4:51 final FLOPs : 45071.883 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.0 Lv1:9340, Lv2:403, Lv3:175, Lv4:82 final FLOPs : 44515.36 Average PSNR over 10000 images: 26.93 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.3 Lv1:8789, Lv2:744, Lv3:317, Lv4:150 final FLOPs : 43448.017 Average PSNR over 10000 images: 26.85 Data loaded from files. dim:256, snr:30, alpha:0.7, beta:1.6 Lv1:7839, Lv2:1305, Lv3:597, Lv4:259 final FLOPs : 41583.887 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.1 Lv1:9794, Lv2:110, Lv3:40, Lv4:56 final FLOPs : 45364.178 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.4 Lv1:9749, Lv2:130, Lv3:60, Lv4:61 final FLOPs : 45268.953 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:0.7 Lv1:9635, Lv2:192, Lv3:101, Lv4:72 final FLOPs : 45040.807 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.0 Lv1:9337, Lv2:399, Lv3:170, Lv4:94 final FLOPs : 44496.409 Average PSNR over 10000 images: 26.93 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.3 Lv1:8786, Lv2:740, Lv3:312, Lv4:162 final FLOPs : 43429.066 Average PSNR over 10000 images: 26.85 Data loaded from files. dim:256, snr:30, alpha:1.0, beta:1.6 Lv1:7836, Lv2:1301, Lv3:592, Lv4:271 final FLOPs : 41564.936 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.1 Lv1:9757, Lv2:87, Lv3:34, Lv4:122 final FLOPs : 45207.117 Average PSNR over 10000 images: 26.97 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.4 Lv1:9716, Lv2:109, Lv3:47, Lv4:128 final FLOPs : 45123.536 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:0.7 Lv1:9612, Lv2:174, Lv3:78, Lv4:136 final FLOPs : 44925.62 Average PSNR over 10000 images: 26.96 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.0 Lv1:9329, Lv2:381, Lv3:140, Lv4:150 final FLOPs : 44423.833 Average PSNR over 10000 images: 26.93 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.3 Lv1:8777, Lv2:738, Lv3:303, Lv4:182 final FLOPs : 43392.365 Average PSNR over 10000 images: 26.86 Data loaded from files. dim:256, snr:30, alpha:1.3, beta:1.6 Lv1:7827, Lv2:1299, Lv3:583, Lv4:291 final FLOPs : 41528.235 Average PSNR over 10000 images: 26.70 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.1 Lv1:9658, Lv2:76, Lv3:28, Lv4:238 final FLOPs : 44876.722 Average PSNR over 10000 images: 26.95 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.4 Lv1:9624, Lv2:92, Lv3:41, Lv4:243 final FLOPs : 44805.0 Average PSNR over 10000 images: 26.95 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:0.7 Lv1:9541, Lv2:146, Lv3:63, Lv4:250 final FLOPs : 44648.953 Average PSNR over 10000 images: 26.94 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.0 Lv1:9281, Lv2:341, Lv3:119, Lv4:259 final FLOPs : 44195.385 Average PSNR over 10000 images: 26.92 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.3 Lv1:8757, Lv2:703, Lv3:256, Lv4:284 final FLOPs : 43244.101 Average PSNR over 10000 images: 26.85 Data loaded from files. dim:256, snr:30, alpha:1.6, beta:1.6 Lv1:7826, Lv2:1285, Lv3:560, Lv4:329 final FLOPs : 41488.262 Average PSNR over 10000 images: 26.70 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:26<00:00, 68.07it/s] Data saved to files. dim:256, snr:20, alpha:0.1, beta:0.1 Lv1:9047, Lv2:607, Lv3:270, Lv4:76 final FLOPs : 43996.959 Average PSNR over 10000 images: 25.43 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:0.4 Lv1:8841, Lv2:674, Lv3:346, Lv4:139 final FLOPs : 43511.069 Average PSNR over 10000 images: 25.41 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:0.7 Lv1:8440, Lv2:858, Lv3:450, Lv4:252 final FLOPs : 42628.16 Average PSNR over 10000 images: 25.37 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.0 Lv1:7703, Lv2:1167, Lv3:715, Lv4:415 final FLOPs : 41000.751 Average PSNR over 10000 images: 25.27 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.3 Lv1:6702, Lv2:1562, Lv3:1052, Lv4:684 final FLOPs : 38735.838 Average PSNR over 10000 images: 25.11 Data loaded from files. dim:256, snr:20, alpha:0.1, beta:1.6 Lv1:5444, Lv2:2056, Lv3:1410, Lv4:1090 final FLOPs : 35846.628 Average PSNR over 10000 images: 24.87 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.1 Lv1:9044, Lv2:605, Lv3:269, Lv4:82 final FLOPs : 43983.696 Average PSNR over 10000 images: 25.43 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.4 Lv1:8840, Lv2:673, Lv3:345, Lv4:142 final FLOPs : 43505.7 Average PSNR over 10000 images: 25.41 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:0.7 Lv1:8439, Lv2:857, Lv3:449, Lv4:255 final FLOPs : 42622.791 Average PSNR over 10000 images: 25.37 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.0 Lv1:7702, Lv2:1166, Lv3:714, Lv4:418 final FLOPs : 40995.382 Average PSNR over 10000 images: 25.27 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.3 Lv1:6701, Lv2:1561, Lv3:1051, Lv4:687 final FLOPs : 38730.469 Average PSNR over 10000 images: 25.11 Data loaded from files. dim:256, snr:20, alpha:0.4, beta:1.6 Lv1:5443, Lv2:2055, Lv3:1409, Lv4:1093 final FLOPs : 35841.259 Average PSNR over 10000 images: 24.87 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.1 Lv1:9007, Lv2:582, Lv3:255, Lv4:156 final FLOPs : 43821.899 Average PSNR over 10000 images: 25.43 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.4 Lv1:8816, Lv2:657, Lv3:318, Lv4:209 final FLOPs : 43388.348 Average PSNR over 10000 images: 25.41 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:0.7 Lv1:8430, Lv2:841, Lv3:441, Lv4:288 final FLOPs : 42563.442 Average PSNR over 10000 images: 25.37 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.0 Lv1:7693, Lv2:1150, Lv3:706, Lv4:451 final FLOPs : 40936.033 Average PSNR over 10000 images: 25.27 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.3 Lv1:6692, Lv2:1545, Lv3:1043, Lv4:720 final FLOPs : 38671.12 Average PSNR over 10000 images: 25.11 Data loaded from files. dim:256, snr:20, alpha:0.7, beta:1.6 Lv1:5434, Lv2:2039, Lv3:1401, Lv4:1126 final FLOPs : 35781.91 Average PSNR over 10000 images: 24.87 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.1 Lv1:8928, Lv2:525, Lv3:226, Lv4:321 final FLOPs : 43463.868 Average PSNR over 10000 images: 25.42 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.4 Lv1:8759, Lv2:604, Lv3:271, Lv4:366 final FLOPs : 43094.875 Average PSNR over 10000 images: 25.40 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:0.7 Lv1:8391, Lv2:791, Lv3:391, Lv4:427 final FLOPs : 42329.279 Average PSNR over 10000 images: 25.36 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.0 Lv1:7669, Lv2:1130, Lv3:669, Lv4:532 final FLOPs : 40806.121 Average PSNR over 10000 images: 25.28 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.3 Lv1:6668, Lv2:1525, Lv3:1006, Lv4:801 final FLOPs : 38541.208 Average PSNR over 10000 images: 25.12 Data loaded from files. dim:256, snr:20, alpha:1.0, beta:1.6 Lv1:5410, Lv2:2019, Lv3:1364, Lv4:1207 final FLOPs : 35651.998 Average PSNR over 10000 images: 24.88 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.1 Lv1:8768, Lv2:460, Lv3:184, Lv4:588 final FLOPs : 42832.384 Average PSNR over 10000 images: 25.39 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.4 Lv1:8615, Lv2:524, Lv3:227, Lv4:634 final FLOPs : 42487.179 Average PSNR over 10000 images: 25.38 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:0.7 Lv1:8287, Lv2:705, Lv3:328, Lv4:680 final FLOPs : 41825.055 Average PSNR over 10000 images: 25.34 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.0 Lv1:7624, Lv2:1051, Lv3:565, Lv4:760 final FLOPs : 40473.148 Average PSNR over 10000 images: 25.27 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.3 Lv1:6633, Lv2:1497, Lv3:946, Lv4:924 final FLOPs : 38350.113 Average PSNR over 10000 images: 25.12 Data loaded from files. dim:256, snr:20, alpha:1.3, beta:1.6 Lv1:5375, Lv2:1991, Lv3:1304, Lv4:1330 final FLOPs : 35460.903 Average PSNR over 10000 images: 24.88 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.1 Lv1:8436, Lv2:394, Lv3:156, Lv4:1014 final FLOPs : 41671.404 Average PSNR over 10000 images: 25.34 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.4 Lv1:8315, Lv2:443, Lv3:195, Lv4:1047 final FLOPs : 41398.675 Average PSNR over 10000 images: 25.33 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:0.7 Lv1:8049, Lv2:608, Lv3:265, Lv4:1078 final FLOPs : 40884.893 Average PSNR over 10000 images: 25.30 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.0 Lv1:7486, Lv2:928, Lv3:447, Lv4:1139 final FLOPs : 39768.966 Average PSNR over 10000 images: 25.23 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.3 Lv1:6586, Lv2:1371, Lv3:776, Lv4:1267 final FLOPs : 37893.814 Average PSNR over 10000 images: 25.11 Data loaded from files. dim:256, snr:20, alpha:1.6, beta:1.6 Lv1:5348, Lv2:1935, Lv3:1216, Lv4:1501 final FLOPs : 35231.688 Average PSNR over 10000 images: 24.89 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:25<00:00, 68.69it/s] Data saved to files. dim:256, snr:10, alpha:0.1, beta:0.1 Lv1:7531, Lv2:1439, Lv3:768, Lv4:262 final FLOPs : 40947.523 Average PSNR over 10000 images: 22.29 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:0.4 Lv1:6673, Lv2:1703, Lv3:1159, Lv4:465 final FLOPs : 38942.849 Average PSNR over 10000 images: 22.21 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:0.7 Lv1:5138, Lv2:2159, Lv3:1701, Lv4:1002 final FLOPs : 35236.078 Average PSNR over 10000 images: 22.05 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.0 Lv1:3545, Lv2:2579, Lv3:2181, Lv4:1695 final FLOPs : 31252.057 Average PSNR over 10000 images: 21.81 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.3 Lv1:2222, Lv2:2611, Lv3:2652, Lv4:2515 final FLOPs : 27460.218 Average PSNR over 10000 images: 21.54 Data loaded from files. dim:256, snr:10, alpha:0.1, beta:1.6 Lv1:1351, Lv2:2497, Lv3:2849, Lv4:3303 final FLOPs : 24672.695 Average PSNR over 10000 images: 21.28 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.1 Lv1:7487, Lv2:1396, Lv3:744, Lv4:373 final FLOPs : 40724.787 Average PSNR over 10000 images: 22.29 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.4 Lv1:6648, Lv2:1674, Lv3:1128, Lv4:550 final FLOPs : 38798.432 Average PSNR over 10000 images: 22.22 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:0.7 Lv1:5113, Lv2:2130, Lv3:1670, Lv4:1087 final FLOPs : 35091.661 Average PSNR over 10000 images: 22.05 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.0 Lv1:3520, Lv2:2550, Lv3:2150, Lv4:1780 final FLOPs : 31107.64 Average PSNR over 10000 images: 21.81 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.3 Lv1:2197, Lv2:2582, Lv3:2621, Lv4:2600 final FLOPs : 27315.801 Average PSNR over 10000 images: 21.54 Data loaded from files. dim:256, snr:10, alpha:0.4, beta:1.6 Lv1:1326, Lv2:2468, Lv3:2818, Lv4:3388 final FLOPs : 24528.278 Average PSNR over 10000 images: 21.28 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.1 Lv1:7253, Lv2:1255, Lv3:665, Lv4:827 final FLOPs : 39714.581 Average PSNR over 10000 images: 22.27 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.4 Lv1:6510, Lv2:1543, Lv3:991, Lv4:956 final FLOPs : 38069.722 Average PSNR over 10000 images: 22.21 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:0.7 Lv1:5054, Lv2:2041, Lv3:1531, Lv4:1374 final FLOPs : 34677.73 Average PSNR over 10000 images: 22.06 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.0 Lv1:3461, Lv2:2461, Lv3:2011, Lv4:2067 final FLOPs : 30693.709 Average PSNR over 10000 images: 21.82 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.3 Lv1:2138, Lv2:2493, Lv3:2482, Lv4:2887 final FLOPs : 26901.87 Average PSNR over 10000 images: 21.55 Data loaded from files. dim:256, snr:10, alpha:0.7, beta:1.6 Lv1:1267, Lv2:2379, Lv3:2679, Lv4:3675 final FLOPs : 24114.347 Average PSNR over 10000 images: 21.29 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.1 Lv1:6675, Lv2:1017, Lv3:519, Lv4:1789 final FLOPs : 37431.443 Average PSNR over 10000 images: 22.20 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.4 Lv1:6112, Lv2:1280, Lv3:747, Lv4:1861 final FLOPs : 36248.128 Average PSNR over 10000 images: 22.15 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:0.7 Lv1:4882, Lv2:1756, Lv3:1204, Lv4:2158 final FLOPs : 33474.922 Average PSNR over 10000 images: 22.04 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.0 Lv1:3364, Lv2:2274, Lv3:1763, Lv4:2599 final FLOPs : 29934.124 Average PSNR over 10000 images: 21.84 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.3 Lv1:2041, Lv2:2306, Lv3:2234, Lv4:3419 final FLOPs : 26142.285 Average PSNR over 10000 images: 21.57 Data loaded from files. dim:256, snr:10, alpha:1.0, beta:1.6 Lv1:1170, Lv2:2192, Lv3:2431, Lv4:4207 final FLOPs : 23354.762 Average PSNR over 10000 images: 21.31 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.1 Lv1:5745, Lv2:756, Lv3:365, Lv4:3134 final FLOPs : 34008.205 Average PSNR over 10000 images: 22.07 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.4 Lv1:5358, Lv2:933, Lv3:527, Lv4:3182 final FLOPs : 33191.65 Average PSNR over 10000 images: 22.04 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:0.7 Lv1:4436, Lv2:1334, Lv3:852, Lv4:3378 final FLOPs : 31175.836 Average PSNR over 10000 images: 21.95 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.0 Lv1:3171, Lv2:1826, Lv3:1342, Lv4:3661 final FLOPs : 28339.631 Average PSNR over 10000 images: 21.80 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.3 Lv1:1968, Lv2:2059, Lv3:1897, Lv4:4076 final FLOPs : 25305.22 Average PSNR over 10000 images: 21.60 Data loaded from files. dim:256, snr:10, alpha:1.3, beta:1.6 Lv1:1097, Lv2:1945, Lv3:2094, Lv4:4864 final FLOPs : 22517.697 Average PSNR over 10000 images: 21.34 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.1 Lv1:4586, Lv2:531, Lv3:246, Lv4:4637 final FLOPs : 29951.654 Average PSNR over 10000 images: 21.88 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.4 Lv1:4336, Lv2:641, Lv3:363, Lv4:4660 final FLOPs : 29424.268 Average PSNR over 10000 images: 21.86 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:0.7 Lv1:3720, Lv2:907, Lv3:592, Lv4:4781 final FLOPs : 28081.324 Average PSNR over 10000 images: 21.81 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.0 Lv1:2819, Lv2:1292, Lv3:922, Lv4:4967 final FLOPs : 26107.367 Average PSNR over 10000 images: 21.70 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.3 Lv1:1831, Lv2:1570, Lv3:1362, Lv4:5237 final FLOPs : 23749.731 Average PSNR over 10000 images: 21.54 Data loaded from files. dim:256, snr:10, alpha:1.6, beta:1.6 Lv1:1048, Lv2:1693, Lv3:1713, Lv4:5546 final FLOPs : 21721.092 Average PSNR over 10000 images: 21.38 100%|█████████████████████████████████████████████████████████████████████████| 10000/10000 [02:23<00:00, 69.69it/s] Data saved to files. dim:256, snr:0, alpha:0.1, beta:0.1 Lv1:5270, Lv2:2337, Lv3:1567, Lv4:826 final FLOPs : 35863.674 Average PSNR over 10000 images: 18.56 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:0.4 Lv1:4504, Lv2:2455, Lv3:1800, Lv4:1241 final FLOPs : 33809.868 Average PSNR over 10000 images: 18.45 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:0.7 Lv1:3476, Lv2:2518, Lv3:2194, Lv4:1812 final FLOPs : 30943.42 Average PSNR over 10000 images: 18.25 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.0 Lv1:2434, Lv2:2499, Lv3:2573, Lv4:2494 final FLOPs : 27888.334 Average PSNR over 10000 images: 18.00 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.3 Lv1:1836, Lv2:2385, Lv3:2747, Lv4:3032 final FLOPs : 25938.136 Average PSNR over 10000 images: 17.78 Data loaded from files. dim:256, snr:0, alpha:0.1, beta:1.6 Lv1:1519, Lv2:2188, Lv3:2812, Lv4:3481 final FLOPs : 24661.507 Average PSNR over 10000 images: 17.59 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.1 Lv1:5183, Lv2:2248, Lv3:1492, Lv4:1077 final FLOPs : 35400.355 Average PSNR over 10000 images: 18.56 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.4 Lv1:4443, Lv2:2393, Lv3:1720, Lv4:1444 final FLOPs : 33469.451 Average PSNR over 10000 images: 18.45 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:0.7 Lv1:3415, Lv2:2456, Lv3:2114, Lv4:2015 final FLOPs : 30603.003 Average PSNR over 10000 images: 18.25 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.0 Lv1:2373, Lv2:2437, Lv3:2493, Lv4:2697 final FLOPs : 27547.917 Average PSNR over 10000 images: 18.01 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.3 Lv1:1775, Lv2:2323, Lv3:2667, Lv4:3235 final FLOPs : 25597.719 Average PSNR over 10000 images: 17.78 Data loaded from files. dim:256, snr:0, alpha:0.4, beta:1.6 Lv1:1458, Lv2:2126, Lv3:2732, Lv4:3684 final FLOPs : 24321.09 Average PSNR over 10000 images: 17.59 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.1 Lv1:4801, Lv2:1959, Lv3:1265, Lv4:1975 final FLOPs : 33595.537 Average PSNR over 10000 images: 18.52 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.4 Lv1:4203, Lv2:2115, Lv3:1447, Lv4:2235 final FLOPs : 32098.275 Average PSNR over 10000 images: 18.44 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:0.7 Lv1:3252, Lv2:2255, Lv3:1857, Lv4:2636 final FLOPs : 29609.128 Average PSNR over 10000 images: 18.27 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.0 Lv1:2210, Lv2:2236, Lv3:2236, Lv4:3318 final FLOPs : 26554.042 Average PSNR over 10000 images: 18.02 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.3 Lv1:1612, Lv2:2122, Lv3:2410, Lv4:3856 final FLOPs : 24603.844 Average PSNR over 10000 images: 17.80 Data loaded from files. dim:256, snr:0, alpha:0.7, beta:1.6 Lv1:1295, Lv2:1925, Lv3:2475, Lv4:4305 final FLOPs : 23327.215 Average PSNR over 10000 images: 17.61 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.1 Lv1:4052, Lv2:1556, Lv3:978, Lv4:3414 final FLOPs : 30422.02 Average PSNR over 10000 images: 18.43 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.4 Lv1:3651, Lv2:1674, Lv3:1108, Lv4:3567 final FLOPs : 29444.943 Average PSNR over 10000 images: 18.37 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:0.7 Lv1:2903, Lv2:1833, Lv3:1416, Lv4:3848 final FLOPs : 27559.703 Average PSNR over 10000 images: 18.24 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.0 Lv1:2006, Lv2:1924, Lv3:1794, Lv4:4276 final FLOPs : 25138.59 Average PSNR over 10000 images: 18.07 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.3 Lv1:1408, Lv2:1810, Lv3:1968, Lv4:4814 final FLOPs : 23188.392 Average PSNR over 10000 images: 17.84 Data loaded from files. dim:256, snr:0, alpha:1.0, beta:1.6 Lv1:1091, Lv2:1613, Lv3:2033, Lv4:5263 final FLOPs : 21911.763 Average PSNR over 10000 images: 17.65 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.1 Lv1:3197, Lv2:1125, Lv3:681, Lv4:4997 final FLOPs : 26865.701 Average PSNR over 10000 images: 18.29 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.4 Lv1:2933, Lv2:1199, Lv3:767, Lv4:5101 final FLOPs : 26216.565 Average PSNR over 10000 images: 18.25 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:0.7 Lv1:2427, Lv2:1331, Lv3:968, Lv4:5274 final FLOPs : 24977.475 Average PSNR over 10000 images: 18.16 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.0 Lv1:1717, Lv2:1454, Lv3:1268, Lv4:5561 final FLOPs : 23146.185 Average PSNR over 10000 images: 18.04 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.3 Lv1:1197, Lv2:1472, Lv3:1505, Lv4:5826 final FLOPs : 21695.529 Average PSNR over 10000 images: 17.90 Data loaded from files. dim:256, snr:0, alpha:1.3, beta:1.6 Lv1:880, Lv2:1275, Lv3:1570, Lv4:6275 final FLOPs : 20418.9 Average PSNR over 10000 images: 17.71 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.1 Lv1:2311, Lv2:772, Lv3:465, Lv4:6452 final FLOPs : 23390.187 Average PSNR over 10000 images: 18.12 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.4 Lv1:2162, Lv2:827, Lv3:484, Lv4:6527 final FLOPs : 23028.302 Average PSNR over 10000 images: 18.10 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:0.7 Lv1:1862, Lv2:899, Lv3:605, Lv4:6634 final FLOPs : 22284.354 Average PSNR over 10000 images: 18.05 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.0 Lv1:1347, Lv2:1028, Lv3:806, Lv4:6819 final FLOPs : 21012.231 Average PSNR over 10000 images: 17.96 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.3 Lv1:974, Lv2:1044, Lv3:991, Lv4:6991 final FLOPs : 19985.67 Average PSNR over 10000 images: 17.87 Data loaded from files. dim:256, snr:0, alpha:1.6, beta:1.6 Lv1:708, Lv2:994, Lv3:1140, Lv4:7158 final FLOPs : 19161.756 Average PSNR over 10000 images: 17.78
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