UOMOP
[CBS / TopK / RS] : target PSNR, level select, final FLOPs, avg PSNR 본문
[CBS / TopK / RS] : target PSNR, level select, final FLOPs, avg PSNR
Happy PinGu 2024. 9. 2. 17:22==================================================================================
Proposed
==================================================================================
dim:512, snr:40, target psnr : 18
Lv1:1, Lv2:0, Lv3:57, Lv4:9942
final FLOPs : 32335.261
Average PSNR over 10000 images: 25.24
dim:512, snr:40, target psnr : 19
Lv1:1, Lv2:1, Lv3:132, Lv4:9866
final FLOPs : 32380.095
Average PSNR over 10000 images: 25.28
dim:512, snr:40, target psnr : 20
Lv1:3, Lv2:4, Lv3:297, Lv4:9696
final FLOPs : 32484.721
Average PSNR over 10000 images: 25.34
dim:512, snr:40, target psnr : 21
Lv1:10, Lv2:10, Lv3:699, Lv4:9281
final FLOPs : 32742.633
Average PSNR over 10000 images: 25.49
dim:512, snr:40, target psnr : 22
Lv1:33, Lv2:61, Lv3:1287, Lv4:8619
final FLOPs : 33215.974
Average PSNR over 10000 images: 25.72
dim:512, snr:40, target psnr : 23
Lv1:110, Lv2:179, Lv3:2031, Lv4:7680
final FLOPs : 34011.868
Average PSNR over 10000 images: 26.03
dim:512, snr:40, target psnr : 24
Lv1:321, Lv2:396, Lv3:2876, Lv4:6407
final FLOPs : 35338.228
Average PSNR over 10000 images: 26.44
dim:512, snr:40, target psnr : 25
Lv1:774, Lv2:724, Lv3:3478, Lv4:5024
final FLOPs : 37271.45
Average PSNR over 10000 images: 26.90
dim:512, snr:40, target psnr : 26
Lv1:1541, Lv2:1091, Lv3:3648, Lv4:3720
final FLOPs : 39761.017
Average PSNR over 10000 images: 27.35
dim:512, snr:40, target psnr : 27
Lv1:2698, Lv2:1427, Lv3:3269, Lv4:2606
final FLOPs : 42810.562
Average PSNR over 10000 images: 27.76
dim:512, snr:40, target psnr : 28
Lv1:4091, Lv2:1591, Lv3:2546, Lv4:1772
final FLOPs : 45953.263
Average PSNR over 10000 images: 28.10
dim:512, snr:40, target psnr : 29
Lv1:5556, Lv2:1503, Lv3:1843, Lv4:1098
final FLOPs : 48885.42
Average PSNR over 10000 images: 28.36
dim:512, snr:40, target psnr : 30
Lv1:6882, Lv2:1264, Lv3:1218, Lv4:636
final FLOPs : 51297.466
Average PSNR over 10000 images: 28.54
dim:512, snr:40, target psnr : 31
Lv1:7883, Lv2:1050, Lv3:704, Lv4:363
final FLOPs : 53041.634
Average PSNR over 10000 images: 28.64
dim:512, snr:40, target psnr : 32
Lv1:8666, Lv2:751, Lv3:398, Lv4:185
final FLOPs : 54256.207
Average PSNR over 10000 images: 28.68
dim:512, snr:40, target psnr : 33
Lv1:9181, Lv2:492, Lv3:230, Lv4:97
final FLOPs : 54977.07
Average PSNR over 10000 images: 28.69
dim:512, snr:40, target psnr : 34
Lv1:9528, Lv2:306, Lv3:117, Lv4:49
final FLOPs : 55444.979
Average PSNR over 10000 images: 28.68
dim:512, snr:20, target psnr : 18
Lv1:1, Lv2:5, Lv3:130, Lv4:9864
final FLOPs : 32385.177
Average PSNR over 10000 images: 23.97
dim:512, snr:20, target psnr : 19
Lv1:7, Lv2:12, Lv3:291, Lv4:9690
final FLOPs : 32503.219
Average PSNR over 10000 images: 24.03
dim:512, snr:20, target psnr : 20
Lv1:21, Lv2:28, Lv3:645, Lv4:9306
final FLOPs : 32765.629
Average PSNR over 10000 images: 24.15
dim:512, snr:20, target psnr : 21
Lv1:98, Lv2:99, Lv3:1212, Lv4:8591
final FLOPs : 33386.121
Average PSNR over 10000 images: 24.36
dim:512, snr:20, target psnr : 22
Lv1:294, Lv2:222, Lv3:1948, Lv4:7536
final FLOPs : 34467.462
Average PSNR over 10000 images: 24.64
dim:512, snr:20, target psnr : 23
Lv1:808, Lv2:368, Lv3:2630, Lv4:6194
final FLOPs : 36307.798
Average PSNR over 10000 images: 24.97
dim:512, snr:20, target psnr : 24
Lv1:1743, Lv2:557, Lv3:3008, Lv4:4692
final FLOPs : 39038.375
Average PSNR over 10000 images: 25.29
dim:512, snr:20, target psnr : 25
Lv1:3139, Lv2:682, Lv3:2878, Lv4:3301
final FLOPs : 42469.552
Average PSNR over 10000 images: 25.57
dim:512, snr:20, target psnr : 26
Lv1:4771, Lv2:792, Lv3:2252, Lv4:2185
final FLOPs : 46150.944
Average PSNR over 10000 images: 25.75
dim:512, snr:20, target psnr : 27
Lv1:6409, Lv2:678, Lv3:1595, Lv4:1318
final FLOPs : 49479.465
Average PSNR over 10000 images: 25.84
dim:512, snr:20, target psnr : 28
Lv1:7759, Lv2:516, Lv3:1007, Lv4:718
final FLOPs : 52089.831
Average PSNR over 10000 images: 25.88
dim:512, snr:20, target psnr : 29
Lv1:8660, Lv2:403, Lv3:559, Lv4:378
final FLOPs : 53792.34
Average PSNR over 10000 images: 25.88
dim:512, snr:20, target psnr : 30
Lv1:9287, Lv2:250, Lv3:272, Lv4:191
final FLOPs : 54875.458
Average PSNR over 10000 images: 25.87
dim:512, snr:20, target psnr : 31
Lv1:9622, Lv2:153, Lv3:158, Lv4:67
final FLOPs : 55453.077
Average PSNR over 10000 images: 25.86
dim:512, snr:20, target psnr : 32
Lv1:9815, Lv2:92, Lv3:63, Lv4:30
final FLOPs : 55760.959
Average PSNR over 10000 images: 25.85
dim:512, snr:20, target psnr : 33
Lv1:9921, Lv2:43, Lv3:29, Lv4:7
final FLOPs : 55916.382
Average PSNR over 10000 images: 25.84
dim:512, snr:20, target psnr : 34
Lv1:9973, Lv2:15, Lv3:11, Lv4:1
final FLOPs : 55985.688
Average PSNR over 10000 images: 25.83
dim:256, snr:40, target psnr : 18
Lv1:1, Lv2:7, Lv3:77, Lv4:9915
final FLOPs : 32357.714
Average PSNR over 10000 images: 24.54
dim:256, snr:40, target psnr : 19
Lv1:8, Lv2:16, Lv3:190, Lv4:9786
final FLOPs : 32453.55
Average PSNR over 10000 images: 24.58
dim:256, snr:40, target psnr : 20
Lv1:39, Lv2:34, Lv3:410, Lv4:9517
final FLOPs : 32682.084
Average PSNR over 10000 images: 24.64
dim:256, snr:40, target psnr : 21
Lv1:137, Lv2:123, Lv3:765, Lv4:8975
final FLOPs : 33258.126
Average PSNR over 10000 images: 24.77
dim:256, snr:40, target psnr : 22
Lv1:397, Lv2:283, Lv3:1224, Lv4:8096
final FLOPs : 34389.129
Average PSNR over 10000 images: 24.97
dim:256, snr:40, target psnr : 23
Lv1:941, Lv2:485, Lv3:1686, Lv4:6888
final FLOPs : 36260.989
Average PSNR over 10000 images: 25.25
dim:256, snr:40, target psnr : 24
Lv1:1819, Lv2:803, Lv3:1885, Lv4:5493
final FLOPs : 38954.19
Average PSNR over 10000 images: 25.58
dim:256, snr:40, target psnr : 25
Lv1:3179, Lv2:937, Lv3:1792, Lv4:4092
final FLOPs : 42335.355
Average PSNR over 10000 images: 25.94
dim:256, snr:40, target psnr : 26
Lv1:4677, Lv2:983, Lv3:1464, Lv4:2876
final FLOPs : 45771.069
Average PSNR over 10000 images: 26.26
dim:256, snr:40, target psnr : 27
Lv1:6149, Lv2:867, Lv3:1072, Lv4:1912
final FLOPs : 48855.625
Average PSNR over 10000 images: 26.52
dim:256, snr:40, target psnr : 28
Lv1:7377, Lv2:748, Lv3:703, Lv4:1172
final FLOPs : 51370.007
Average PSNR over 10000 images: 26.71
dim:256, snr:40, target psnr : 29
Lv1:8287, Lv2:611, Lv3:422, Lv4:680
final FLOPs : 53152.807
Average PSNR over 10000 images: 26.83
dim:256, snr:40, target psnr : 30
Lv1:8992, Lv2:386, Lv3:226, Lv4:396
final FLOPs : 54361.2
Average PSNR over 10000 images: 26.90
dim:256, snr:40, target psnr : 31
Lv1:9393, Lv2:254, Lv3:153, Lv4:200
final FLOPs : 55064.463
Average PSNR over 10000 images: 26.94
dim:256, snr:40, target psnr : 32
Lv1:9641, Lv2:173, Lv3:84, Lv4:102
final FLOPs : 55486.627
Average PSNR over 10000 images: 26.96
dim:256, snr:40, target psnr : 33
Lv1:9806, Lv2:94, Lv3:57, Lv4:43
final FLOPs : 55739.267
Average PSNR over 10000 images: 26.98
dim:256, snr:40, target psnr : 34
Lv1:9906, Lv2:48, Lv3:29, Lv4:17
final FLOPs : 55888.597
Average PSNR over 10000 images: 26.98
dim:256, snr:20, target psnr : 18
Lv1:6, Lv2:12, Lv3:189, Lv4:9793
final FLOPs : 32441.993
Average PSNR over 10000 images: 23.43
dim:256, snr:20, target psnr : 19
Lv1:30, Lv2:43, Lv3:396, Lv4:9531
final FLOPs : 32666.689
Average PSNR over 10000 images: 23.50
dim:256, snr:20, target psnr : 20
Lv1:126, Lv2:122, Lv3:728, Lv4:9024
final FLOPs : 33209.126
Average PSNR over 10000 images: 23.61
dim:256, snr:20, target psnr : 21
Lv1:406, Lv2:322, Lv3:1128, Lv4:8144
final FLOPs : 34415.886
Average PSNR over 10000 images: 23.78
dim:256, snr:20, target psnr : 22
Lv1:1057, Lv2:585, Lv3:1472, Lv4:6886
final FLOPs : 36568.563
Average PSNR over 10000 images: 24.01
dim:256, snr:20, target psnr : 23
Lv1:2169, Lv2:862, Lv3:1584, Lv4:5385
final FLOPs : 39702.694
Average PSNR over 10000 images: 24.25
dim:256, snr:20, target psnr : 24
Lv1:3755, Lv2:974, Lv3:1391, Lv4:3880
final FLOPs : 43527.933
Average PSNR over 10000 images: 24.48
dim:256, snr:20, target psnr : 25
Lv1:5407, Lv2:942, Lv3:1058, Lv4:2593
final FLOPs : 47204.448
Average PSNR over 10000 images: 24.65
dim:256, snr:20, target psnr : 26
Lv1:6917, Lv2:747, Lv3:761, Lv4:1575
final FLOPs : 50310.794
Average PSNR over 10000 images: 24.74
dim:256, snr:20, target psnr : 27
Lv1:8123, Lv2:560, Lv3:443, Lv4:874
final FLOPs : 52696.407
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 28
Lv1:8905, Lv2:379, Lv3:246, Lv4:470
final FLOPs : 54155.463
Average PSNR over 10000 images: 24.80
dim:256, snr:20, target psnr : 29
Lv1:9425, Lv2:211, Lv3:131, Lv4:233
final FLOPs : 55060.636
Average PSNR over 10000 images: 24.80
dim:256, snr:20, target psnr : 30
Lv1:9702, Lv2:116, Lv3:79, Lv4:103
final FLOPs : 55539.571
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 31
Lv1:9857, Lv2:67, Lv3:26, Lv4:50
final FLOPs : 55800.259
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 32
Lv1:9929, Lv2:36, Lv3:15, Lv4:20
final FLOPs : 55916.367
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 33
Lv1:9975, Lv2:7, Lv3:9, Lv4:9
final FLOPs : 55976.806
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 34
Lv1:9989, Lv2:6, Lv3:3, Lv4:2
final FLOPs : 56004.993
Average PSNR over 10000 images: 24.78
==================================================================================
TopK
==================================================================================
dim:512, snr:40, target psnr : 18
Lv1:2, Lv2:68, Lv3:788, Lv4:9142
final FLOPs : 32865.432
Average PSNR over 10000 images: 22.32
dim:512, snr:40, target psnr : 19
Lv1:5, Lv2:163, Lv3:1428, Lv4:8404
final FLOPs : 33389.933
Average PSNR over 10000 images: 22.64
dim:512, snr:40, target psnr : 20
Lv1:15, Lv2:367, Lv3:2263, Lv4:7355
final FLOPs : 34213.484
Average PSNR over 10000 images: 23.10
dim:512, snr:40, target psnr : 21
Lv1:49, Lv2:758, Lv3:3153, Lv4:6040
final FLOPs : 35417.231
Average PSNR over 10000 images: 23.70
dim:512, snr:40, target psnr : 22
Lv1:119, Lv2:1396, Lv3:3800, Lv4:4685
final FLOPs : 36951.232
Average PSNR over 10000 images: 24.40
dim:512, snr:40, target psnr : 23
Lv1:308, Lv2:2206, Lv3:4143, Lv4:3343
final FLOPs : 38860.241
Average PSNR over 10000 images: 25.17
dim:512, snr:40, target psnr : 24
Lv1:666, Lv2:3123, Lv3:3959, Lv4:2252
final FLOPs : 41032.852
Average PSNR over 10000 images: 25.96
dim:512, snr:40, target psnr : 25
Lv1:1281, Lv2:3873, Lv3:3396, Lv4:1450
final FLOPs : 43336.031
Average PSNR over 10000 images: 26.68
dim:512, snr:40, target psnr : 26
Lv1:2214, Lv2:4227, Lv3:2670, Lv4:889
final FLOPs : 45682.091
Average PSNR over 10000 images: 27.31
dim:512, snr:40, target psnr : 27
Lv1:3461, Lv2:4068, Lv3:1955, Lv4:516
final FLOPs : 47979.539
Average PSNR over 10000 images: 27.79
dim:512, snr:40, target psnr : 28
Lv1:4891, Lv2:3446, Lv3:1383, Lv4:280
final FLOPs : 50071.757
Average PSNR over 10000 images: 28.11
dim:512, snr:40, target psnr : 29
Lv1:6292, Lv2:2632, Lv3:914, Lv4:162
final FLOPs : 51855.29
Average PSNR over 10000 images: 28.30
dim:512, snr:40, target psnr : 30
Lv1:7461, Lv2:1881, Lv3:559, Lv4:99
final FLOPs : 53252.514
Average PSNR over 10000 images: 28.41
dim:512, snr:40, target psnr : 31
Lv1:8404, Lv2:1208, Lv3:335, Lv4:53
final FLOPs : 54310.855
Average PSNR over 10000 images: 28.43
dim:512, snr:40, target psnr : 32
Lv1:9094, Lv2:681, Lv3:203, Lv4:22
final FLOPs : 55049.778
Average PSNR over 10000 images: 28.43
dim:512, snr:40, target psnr : 33
Lv1:9498, Lv2:384, Lv3:107, Lv4:11
final FLOPs : 55489.651
Average PSNR over 10000 images: 28.42
dim:512, snr:40, target psnr : 34
Lv1:9762, Lv2:188, Lv3:47, Lv4:3
final FLOPs : 55775.675
Average PSNR over 10000 images: 28.41
dim:512, snr:20, target psnr : 18
Lv1:11, Lv2:116, Lv3:905, Lv4:8968
final FLOPs : 33029.121
Average PSNR over 10000 images: 21.82
dim:512, snr:20, target psnr : 19
Lv1:35, Lv2:273, Lv3:1628, Lv4:8064
final FLOPs : 33747.983
Average PSNR over 10000 images: 22.15
dim:512, snr:20, target psnr : 20
Lv1:105, Lv2:620, Lv3:2459, Lv4:6816
final FLOPs : 34934.483
Average PSNR over 10000 images: 22.63
dim:512, snr:20, target psnr : 21
Lv1:264, Lv2:1161, Lv3:3200, Lv4:5375
final FLOPs : 36582.607
Average PSNR over 10000 images: 23.19
dim:512, snr:20, target psnr : 22
Lv1:666, Lv2:1828, Lv3:3509, Lv4:3997
final FLOPs : 38754.297
Average PSNR over 10000 images: 23.79
dim:512, snr:20, target psnr : 23
Lv1:1427, Lv2:2460, Lv3:3410, Lv4:2703
final FLOPs : 41487.554
Average PSNR over 10000 images: 24.39
dim:512, snr:20, target psnr : 24
Lv1:2543, Lv2:2877, Lv3:2876, Lv4:1704
final FLOPs : 44476.691
Average PSNR over 10000 images: 24.94
dim:512, snr:20, target psnr : 25
Lv1:4073, Lv2:2763, Lv3:2145, Lv4:1019
final FLOPs : 47506.338
Average PSNR over 10000 images: 25.35
dim:512, snr:20, target psnr : 26
Lv1:5639, Lv2:2275, Lv3:1513, Lv4:573
final FLOPs : 50095.434
Average PSNR over 10000 images: 25.59
dim:512, snr:20, target psnr : 27
Lv1:7137, Lv2:1609, Lv3:938, Lv4:316
final FLOPs : 52278.621
Average PSNR over 10000 images: 25.72
dim:512, snr:20, target psnr : 28
Lv1:8280, Lv2:1013, Lv3:539, Lv4:168
final FLOPs : 53830.43
Average PSNR over 10000 images: 25.76
dim:512, snr:20, target psnr : 29
Lv1:9051, Lv2:580, Lv3:287, Lv4:82
final FLOPs : 54838.791
Average PSNR over 10000 images: 25.76
dim:512, snr:20, target psnr : 30
Lv1:9547, Lv2:287, Lv3:134, Lv4:32
final FLOPs : 55470.235
Average PSNR over 10000 images: 25.75
dim:512, snr:20, target psnr : 31
Lv1:9787, Lv2:143, Lv3:60, Lv4:10
final FLOPs : 55772.321
Average PSNR over 10000 images: 25.74
dim:512, snr:20, target psnr : 32
Lv1:9918, Lv2:51, Lv3:30, Lv4:1
final FLOPs : 55922.315
Average PSNR over 10000 images: 25.73
dim:512, snr:20, target psnr : 33
Lv1:9968, Lv2:24, Lv3:8, Lv4:0
final FLOPs : 55986.128
Average PSNR over 10000 images: 25.73
dim:512, snr:20, target psnr : 34
Lv1:9989, Lv2:7, Lv3:4, Lv4:0
final FLOPs : 56007.129
Average PSNR over 10000 images: 25.73
dim:256, snr:40, target psnr : 18
Lv1:15, Lv2:117, Lv3:834, Lv4:9034
final FLOPs : 32999.201
Average PSNR over 10000 images: 21.99
dim:256, snr:40, target psnr : 19
Lv1:35, Lv2:315, Lv3:1414, Lv4:8236
final FLOPs : 33689.983
Average PSNR over 10000 images: 22.28
dim:256, snr:40, target psnr : 20
Lv1:122, Lv2:634, Lv3:2163, Lv4:7081
final FLOPs : 34825.841
Average PSNR over 10000 images: 22.70
dim:256, snr:40, target psnr : 21
Lv1:298, Lv2:1159, Lv3:2850, Lv4:5693
final FLOPs : 36458.187
Average PSNR over 10000 images: 23.23
dim:256, snr:40, target psnr : 22
Lv1:729, Lv2:1762, Lv3:3220, Lv4:4289
final FLOPs : 38634.086
Average PSNR over 10000 images: 23.83
dim:256, snr:40, target psnr : 23
Lv1:1441, Lv2:2368, Lv3:3251, Lv4:2940
final FLOPs : 41285.591
Average PSNR over 10000 images: 24.49
dim:256, snr:40, target psnr : 24
Lv1:2576, Lv2:2674, Lv3:2851, Lv4:1899
final FLOPs : 44224.065
Average PSNR over 10000 images: 25.12
dim:256, snr:40, target psnr : 25
Lv1:4014, Lv2:2596, Lv3:2222, Lv4:1168
final FLOPs : 47150.466
Average PSNR over 10000 images: 25.67
dim:256, snr:40, target psnr : 26
Lv1:5523, Lv2:2193, Lv3:1628, Lv4:656
final FLOPs : 49758.799
Average PSNR over 10000 images: 26.10
dim:256, snr:40, target psnr : 27
Lv1:6927, Lv2:1621, Lv3:1073, Lv4:379
final FLOPs : 51877.104
Average PSNR over 10000 images: 26.40
dim:256, snr:40, target psnr : 28
Lv1:8011, Lv2:1076, Lv3:717, Lv4:196
final FLOPs : 53393.285
Average PSNR over 10000 images: 26.58
dim:256, snr:40, target psnr : 29
Lv1:8772, Lv2:712, Lv3:411, Lv4:105
final FLOPs : 54454.339
Average PSNR over 10000 images: 26.68
dim:256, snr:40, target psnr : 30
Lv1:9299, Lv2:410, Lv3:244, Lv4:47
final FLOPs : 55137.206
Average PSNR over 10000 images: 26.74
dim:256, snr:40, target psnr : 31
Lv1:9615, Lv2:234, Lv3:130, Lv4:21
final FLOPs : 55546.596
Average PSNR over 10000 images: 26.77
dim:256, snr:40, target psnr : 32
Lv1:9813, Lv2:113, Lv3:66, Lv4:8
final FLOPs : 55790.685
Average PSNR over 10000 images: 26.78
dim:256, snr:40, target psnr : 33
Lv1:9913, Lv2:56, Lv3:28, Lv4:3
final FLOPs : 55917.096
Average PSNR over 10000 images: 26.79
dim:256, snr:40, target psnr : 34
Lv1:9961, Lv2:26, Lv3:11, Lv4:2
final FLOPs : 55974.373
Average PSNR over 10000 images: 26.80
dim:256, snr:20, target psnr : 18
Lv1:33, Lv2:202, Lv3:1040, Lv4:8725
final FLOPs : 33293.274
Average PSNR over 10000 images: 21.50
dim:256, snr:20, target psnr : 19
Lv1:102, Lv2:468, Lv3:1680, Lv4:7750
final FLOPs : 34240.916
Average PSNR over 10000 images: 21.84
dim:256, snr:20, target psnr : 20
Lv1:275, Lv2:944, Lv3:2353, Lv4:6428
final FLOPs : 35781.677
Average PSNR over 10000 images: 22.29
dim:256, snr:20, target psnr : 21
Lv1:736, Lv2:1490, Lv3:2886, Lv4:4888
final FLOPs : 38033.924
Average PSNR over 10000 images: 22.82
dim:256, snr:20, target psnr : 22
Lv1:1534, Lv2:2017, Lv3:2976, Lv4:3473
final FLOPs : 40800.303
Average PSNR over 10000 images: 23.36
dim:256, snr:20, target psnr : 23
Lv1:2839, Lv2:2282, Lv3:2654, Lv4:2225
final FLOPs : 44123.104
Average PSNR over 10000 images: 23.88
dim:256, snr:20, target psnr : 24
Lv1:4420, Lv2:2167, Lv3:2050, Lv4:1363
final FLOPs : 47345.443
Average PSNR over 10000 images: 24.29
dim:256, snr:20, target psnr : 25
Lv1:6040, Lv2:1754, Lv3:1436, Lv4:770
final FLOPs : 50189.938
Average PSNR over 10000 images: 24.55
dim:256, snr:20, target psnr : 26
Lv1:7474, Lv2:1168, Lv3:937, Lv4:421
final FLOPs : 52389.889
Average PSNR over 10000 images: 24.69
dim:256, snr:20, target psnr : 27
Lv1:8503, Lv2:721, Lv3:559, Lv4:217
final FLOPs : 53915.698
Average PSNR over 10000 images: 24.76
dim:256, snr:20, target psnr : 28
Lv1:9181, Lv2:408, Lv3:295, Lv4:116
final FLOPs : 54883.619
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 29
Lv1:9606, Lv2:204, Lv3:138, Lv4:52
final FLOPs : 55483.094
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 30
Lv1:9820, Lv2:97, Lv3:61, Lv4:22
final FLOPs : 55779.46
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 31
Lv1:9925, Lv2:40, Lv3:27, Lv4:8
final FLOPs : 55920.039
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 32
Lv1:9965, Lv2:15, Lv3:15, Lv4:5
final FLOPs : 55969.02
Average PSNR over 10000 images: 24.77
dim:256, snr:20, target psnr : 33
Lv1:9989, Lv2:4, Lv3:4, Lv4:3
final FLOPs : 56002.452
Average PSNR over 10000 images: 24.77
dim:256, snr:20, target psnr : 34
Lv1:9997, Lv2:1, Lv3:0, Lv4:2
final FLOPs : 56014.443
Average PSNR over 10000 images: 24.77
==================================================================================
Random
==================================================================================
dim:512, snr:40, target psnr : 18
Lv1:1, Lv2:54, Lv3:703, Lv4:9242
final FLOPs : 32792.189
Average PSNR over 10000 images: 21.75
dim:512, snr:40, target psnr : 19
Lv1:5, Lv2:184, Lv3:1451, Lv4:8360
final FLOPs : 33435.943
Average PSNR over 10000 images: 22.04
dim:512, snr:40, target psnr : 20
Lv1:22, Lv2:534, Lv3:2429, Lv4:7015
final FLOPs : 34586.223
Average PSNR over 10000 images: 22.48
dim:512, snr:40, target psnr : 21
Lv1:83, Lv2:1264, Lv3:3206, Lv4:5447
final FLOPs : 36317.314
Average PSNR over 10000 images: 23.08
dim:512, snr:40, target psnr : 22
Lv1:341, Lv2:2283, Lv3:3493, Lv4:3883
final FLOPs : 38683.51
Average PSNR over 10000 images: 23.83
dim:512, snr:40, target psnr : 23
Lv1:873, Lv2:3326, Lv3:3214, Lv4:2587
final FLOPs : 41410.468
Average PSNR over 10000 images: 24.63
dim:512, snr:40, target psnr : 24
Lv1:1863, Lv2:3968, Lv3:2523, Lv4:1646
final FLOPs : 44360.919
Average PSNR over 10000 images: 25.43
dim:512, snr:40, target psnr : 25
Lv1:3356, Lv2:3861, Lv3:1806, Lv4:977
final FLOPs : 47321.793
Average PSNR over 10000 images: 26.24
dim:512, snr:40, target psnr : 26
Lv1:5051, Lv2:3169, Lv3:1227, Lv4:553
final FLOPs : 49929.422
Average PSNR over 10000 images: 26.93
dim:512, snr:40, target psnr : 27
Lv1:6632, Lv2:2304, Lv3:752, Lv4:312
final FLOPs : 52056.944
Average PSNR over 10000 images: 27.48
dim:512, snr:40, target psnr : 28
Lv1:7852, Lv2:1570, Lv3:414, Lv4:164
final FLOPs : 53611.452
Average PSNR over 10000 images: 27.87
dim:512, snr:40, target psnr : 29
Lv1:8714, Lv2:975, Lv3:236, Lv4:75
final FLOPs : 54625.805
Average PSNR over 10000 images: 28.12
dim:512, snr:40, target psnr : 30
Lv1:9296, Lv2:544, Lv3:127, Lv4:33
final FLOPs : 55271.487
Average PSNR over 10000 images: 28.26
dim:512, snr:40, target psnr : 31
Lv1:9613, Lv2:313, Lv3:56, Lv4:18
final FLOPs : 55622.315
Average PSNR over 10000 images: 28.35
dim:512, snr:40, target psnr : 32
Lv1:9806, Lv2:156, Lv3:29, Lv4:9
final FLOPs : 55819.769
Average PSNR over 10000 images: 28.40
dim:512, snr:40, target psnr : 33
Lv1:9896, Lv2:84, Lv3:18, Lv4:2
final FLOPs : 55914.654
Average PSNR over 10000 images: 28.42
dim:512, snr:40, target psnr : 34
Lv1:9948, Lv2:46, Lv3:5, Lv4:1
final FLOPs : 55971.255
Average PSNR over 10000 images: 28.43
dim:512, snr:20, target psnr : 18
Lv1:21, Lv2:101, Lv3:991, Lv4:8887
final FLOPs : 33079.078
Average PSNR over 10000 images: 21.27
dim:512, snr:20, target psnr : 19
Lv1:77, Lv2:343, Lv3:1873, Lv4:7707
final FLOPs : 34098.102
Average PSNR over 10000 images: 21.60
dim:512, snr:20, target psnr : 20
Lv1:296, Lv2:814, Lv3:2703, Lv4:6187
final FLOPs : 35830.769
Average PSNR over 10000 images: 22.07
dim:512, snr:20, target psnr : 21
Lv1:861, Lv2:1480, Lv3:3102, Lv4:4557
final FLOPs : 38439.466
Average PSNR over 10000 images: 22.66
dim:512, snr:20, target psnr : 22
Lv1:2012, Lv2:1922, Lv3:2984, Lv4:3082
final FLOPs : 41790.63
Average PSNR over 10000 images: 23.32
dim:512, snr:20, target psnr : 23
Lv1:3632, Lv2:2048, Lv3:2362, Lv4:1958
final FLOPs : 45470.81
Average PSNR over 10000 images: 23.99
dim:512, snr:20, target psnr : 24
Lv1:5416, Lv2:1746, Lv3:1662, Lv4:1176
final FLOPs : 48827.74
Average PSNR over 10000 images: 24.58
dim:512, snr:20, target psnr : 25
Lv1:7001, Lv2:1225, Lv3:1123, Lv4:651
final FLOPs : 51464.118
Average PSNR over 10000 images: 25.01
dim:512, snr:20, target psnr : 26
Lv1:8147, Lv2:840, Lv3:662, Lv4:351
final FLOPs : 53316.218
Average PSNR over 10000 images: 25.29
dim:512, snr:20, target psnr : 27
Lv1:8924, Lv2:533, Lv3:365, Lv4:178
final FLOPs : 54509.28
Average PSNR over 10000 images: 25.45
dim:512, snr:20, target psnr : 28
Lv1:9451, Lv2:284, Lv3:185, Lv4:80
final FLOPs : 55267.273
Average PSNR over 10000 images: 25.55
dim:512, snr:20, target psnr : 29
Lv1:9710, Lv2:148, Lv3:112, Lv4:30
final FLOPs : 55627.476
Average PSNR over 10000 images: 25.60
dim:512, snr:20, target psnr : 30
Lv1:9867, Lv2:80, Lv3:38, Lv4:15
final FLOPs : 55851.17
Average PSNR over 10000 images: 25.63
dim:512, snr:20, target psnr : 31
Lv1:9933, Lv2:44, Lv3:18, Lv4:5
final FLOPs : 55940.058
Average PSNR over 10000 images: 25.64
dim:512, snr:20, target psnr : 32
Lv1:9970, Lv2:19, Lv3:11, Lv4:0
final FLOPs : 55984.808
Average PSNR over 10000 images: 25.64
dim:512, snr:20, target psnr : 33
Lv1:9990, Lv2:8, Lv3:2, Lv4:0
final FLOPs : 56009.906
Average PSNR over 10000 images: 25.64
dim:512, snr:20, target psnr : 34
Lv1:9995, Lv2:4, Lv3:1, Lv4:0
final FLOPs : 56014.953
Average PSNR over 10000 images: 25.64
dim:256, snr:40, target psnr : 18
Lv1:17, Lv2:108, Lv3:716, Lv4:9159
final FLOPs : 32921.828
Average PSNR over 10000 images: 21.49
dim:256, snr:40, target psnr : 19
Lv1:59, Lv2:366, Lv3:1471, Lv4:8104
final FLOPs : 33859.309
Average PSNR over 10000 images: 21.76
dim:256, snr:40, target psnr : 20
Lv1:245, Lv2:934, Lv3:2119, Lv4:6702
final FLOPs : 35559.909
Average PSNR over 10000 images: 22.17
dim:256, snr:40, target psnr : 21
Lv1:698, Lv2:1704, Lv3:2515, Lv4:5083
final FLOPs : 38063.347
Average PSNR over 10000 images: 22.75
dim:256, snr:40, target psnr : 22
Lv1:1692, Lv2:2395, Lv3:2380, Lv4:3533
final FLOPs : 41420.489
Average PSNR over 10000 images: 23.49
dim:256, snr:40, target psnr : 23
Lv1:3177, Lv2:2571, Lv3:1970, Lv4:2282
final FLOPs : 44980.723
Average PSNR over 10000 images: 24.29
dim:256, snr:40, target psnr : 24
Lv1:4861, Lv2:2312, Lv3:1411, Lv4:1416
final FLOPs : 48248.847
Average PSNR over 10000 images: 25.03
dim:256, snr:40, target psnr : 25
Lv1:6461, Lv2:1742, Lv3:951, Lv4:846
final FLOPs : 50889.997
Average PSNR over 10000 images: 25.65
dim:256, snr:40, target psnr : 26
Lv1:7737, Lv2:1231, Lv3:584, Lv4:448
final FLOPs : 52908.261
Average PSNR over 10000 images: 26.11
dim:256, snr:40, target psnr : 27
Lv1:8630, Lv2:804, Lv3:323, Lv4:243
final FLOPs : 54210.167
Average PSNR over 10000 images: 26.41
dim:256, snr:40, target psnr : 28
Lv1:9224, Lv2:475, Lv3:175, Lv4:126
final FLOPs : 55020.828
Average PSNR over 10000 images: 26.59
dim:256, snr:40, target psnr : 29
Lv1:9583, Lv2:246, Lv3:109, Lv4:62
final FLOPs : 55477.283
Average PSNR over 10000 images: 26.69
dim:256, snr:40, target psnr : 30
Lv1:9780, Lv2:139, Lv3:53, Lv4:28
final FLOPs : 55745.442
Average PSNR over 10000 images: 26.76
dim:256, snr:40, target psnr : 31
Lv1:9886, Lv2:75, Lv3:22, Lv4:17
final FLOPs : 55879.211
Average PSNR over 10000 images: 26.78
dim:256, snr:40, target psnr : 32
Lv1:9944, Lv2:40, Lv3:10, Lv4:6
final FLOPs : 55955.298
Average PSNR over 10000 images: 26.80
dim:256, snr:40, target psnr : 33
Lv1:9970, Lv2:23, Lv3:6, Lv4:1
final FLOPs : 55988.159
Average PSNR over 10000 images: 26.81
dim:256, snr:40, target psnr : 34
Lv1:9988, Lv2:10, Lv3:1, Lv4:1
final FLOPs : 56007.703
Average PSNR over 10000 images: 26.81
dim:256, snr:20, target psnr : 18
Lv1:47, Lv2:252, Lv3:952, Lv4:8749
final FLOPs : 33353.656
Average PSNR over 10000 images: 21.06
dim:256, snr:20, target psnr : 19
Lv1:206, Lv2:667, Lv3:1587, Lv4:7540
final FLOPs : 34744.184
Average PSNR over 10000 images: 21.37
dim:256, snr:20, target psnr : 20
Lv1:706, Lv2:1334, Lv3:2049, Lv4:5911
final FLOPs : 37236.611
Average PSNR over 10000 images: 21.84
dim:256, snr:20, target psnr : 21
Lv1:1741, Lv2:1890, Lv3:2105, Lv4:4264
final FLOPs : 40590.747
Average PSNR over 10000 images: 22.44
dim:256, snr:20, target psnr : 22
Lv1:3251, Lv2:2115, Lv3:1809, Lv4:2825
final FLOPs : 44352.45
Average PSNR over 10000 images: 23.08
dim:256, snr:20, target psnr : 23
Lv1:5068, Lv2:1864, Lv3:1334, Lv4:1734
final FLOPs : 47996.99
Average PSNR over 10000 images: 23.67
dim:256, snr:20, target psnr : 24
Lv1:6750, Lv2:1340, Lv3:883, Lv4:1027
final FLOPs : 50909.551
Average PSNR over 10000 images: 24.11
dim:256, snr:20, target psnr : 25
Lv1:7975, Lv2:918, Lv3:539, Lv4:568
final FLOPs : 52958.865
Average PSNR over 10000 images: 24.42
dim:256, snr:20, target psnr : 26
Lv1:8820, Lv2:568, Lv3:311, Lv4:301
final FLOPs : 54285.999
Average PSNR over 10000 images: 24.59
dim:256, snr:20, target psnr : 27
Lv1:9376, Lv2:306, Lv3:165, Lv4:153
final FLOPs : 55112.131
Average PSNR over 10000 images: 24.70
dim:256, snr:20, target psnr : 28
Lv1:9689, Lv2:145, Lv3:95, Lv4:71
final FLOPs : 55563.178
Average PSNR over 10000 images: 24.75
dim:256, snr:20, target psnr : 29
Lv1:9839, Lv2:86, Lv3:45, Lv4:30
final FLOPs : 55798.147
Average PSNR over 10000 images: 24.78
dim:256, snr:20, target psnr : 30
Lv1:9921, Lv2:46, Lv3:19, Lv4:14
final FLOPs : 55915.289
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 31
Lv1:9966, Lv2:20, Lv3:11, Lv4:3
final FLOPs : 55976.879
Average PSNR over 10000 images: 24.79
dim:256, snr:20, target psnr : 32
Lv1:9985, Lv2:10, Lv3:4, Lv4:1
final FLOPs : 56002.318
Average PSNR over 10000 images: 24.80
dim:256, snr:20, target psnr : 33
Lv1:9994, Lv2:5, Lv3:1, Lv4:0
final FLOPs : 56014.14
Average PSNR over 10000 images: 24.80
dim:256, snr:20, target psnr : 34
Lv1:9998, Lv2:2, Lv3:0, Lv4:0
final FLOPs : 56018.374
Average PSNR over 10000 images: 24.80
Process finished with exit code 0
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