diff --git "a/README.md" "b/README.md"
--- "a/README.md"
+++ "b/README.md"
@@ -225,18 +225,18 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
-| Raw (noisy) | - | -5.0002+-0.0015 | 19.6663+-0.0015 | 0.2452+-0.0001 | 0.087590+-0.000018 | 0.012742+-0.000004 | 0.109772+-0.000019 | 7.141253+-0.001983 | -16.4963+-0.0037 | 0.895143+-0.000147 | 0.9649+-0.0014 | 19.586534+-0.001707 | -25.2121+-0.0006 | 12.392640+-0.004453 | -21.2482+-0.0034 | 0.313958+-0.000000 | 93.2-135.68 | 1.315003+-0.000442 | -2.3579+-0.0028 | 0.055981+-0.000000 | 22.4-50.72 | 2.610419+-0.000886 | -8.2781+-0.0028 | 0.612267+-0.000000 | 50.72-93.2 | 0.936670+-0.000259 | 0.5708+-0.0024 | 0.017547+-0.000000 | 135.68-164 | 4.708656+-0.001143 | -13.3250+-0.0018 |
-| UNet | 7.77 | 10.7195+-0.1563 | 35.3860+-0.1563 | 0.9259+-0.0018 | 0.011759+-0.000136 | 0.000335+-0.000011 | 0.017824+-0.000299 | 0.997867+-0.006434 | 0.1203+-0.0435 | 0.249041+-0.006049 | 12.1186+-0.2084 | 1.208666+-0.010888 | -1.1381+-0.0578 | 1.100664+-0.005527 | -0.5961+-0.0145 | 0.313958+-0.000000 | 93.2-135.68 | 0.329679+-0.005297 | 9.6717+-0.1340 | 0.055981+-0.000000 | 22.4-50.72 | 0.307776+-0.011565 | 10.2765+-0.3262 | 0.612267+-0.000000 | 50.72-93.2 | 0.220385+-0.004948 | 13.1805+-0.1954 | 0.017547+-0.000000 | 135.68-164 | 0.892844+-0.010447 | 1.0045+-0.1021 |
-| ddpm | 33.30 | 10.4113+-0.0660 | 35.0778+-0.0660 | 0.9173+-0.0017 | 0.013028+-0.000097 | 0.000342+-0.000006 | 0.018107+-0.000141 | 1.368594+-0.021672 | -0.7250+-0.0439 | 0.235601+-0.002606 | 12.6539+-0.0979 | 3.055627+-0.100169 | -5.5910+-0.1234 | 2.024153+-0.052850 | -3.0214+-0.0861 | 0.313958+-0.000000 | 93.2-135.68 | 0.331128+-0.003162 | 9.8119+-0.0611 | 0.055981+-0.000000 | 22.4-50.72 | 0.319812+-0.005387 | 10.0684+-0.1594 | 0.612267+-0.000000 | 50.72-93.2 | 0.232773+-0.001655 | 12.7670+-0.0652 | 0.017547+-0.000000 | 135.68-164 | 0.948316+-0.014851 | 1.1415+-0.0741 |
-| unet_L | 31.05 | 10.8652+-0.0339 | 35.5317+-0.0339 | 0.9276+-0.0003 | 0.011584+-0.000020 | 0.000325+-0.000002 | 0.017549+-0.000067 | 0.988307+-0.001671 | 0.1721+-0.0081 | 0.243706+-0.001447 | 12.3051+-0.0533 | 1.174356+-0.006303 | -1.0128+-0.0718 | 1.082621+-0.003258 | -0.5216+-0.0325 | 0.313958+-0.000000 | 93.2-135.68 | 0.324949+-0.001430 | 9.7942+-0.0388 | 0.055981+-0.000000 | 22.4-50.72 | 0.291491+-0.001644 | 10.7428+-0.0524 | 0.612267+-0.000000 | 50.72-93.2 | 0.217702+-0.000787 | 13.2885+-0.0296 | 0.017547+-0.000000 | 135.68-164 | 0.879833+-0.002887 | 1.1353+-0.0292 |
+| Raw (noisy) | - | -5.0001+-0.0015 | 19.6663+-0.0015 | 0.2452+-0.0001 | 0.087590+-0.000018 | 0.012742+-0.000004 | 0.109772+-0.000019 | 7.141253+-0.001983 | -16.4963+-0.0037 | 0.895143+-0.000147 | 0.9649+-0.0014 | 19.586534+-0.001707 | -25.2121+-0.0006 | 12.392640+-0.004453 | -21.2482+-0.0034 | 0.313958+-0.000000 | 93.2-135.68 | 1.315003+-0.000442 | -2.3579+-0.0028 | 0.055981+-0.000000 | 22.4-50.72 | 2.610419+-0.000886 | -8.2781+-0.0028 | 0.612267+-0.000000 | 50.72-93.2 | 0.936670+-0.000259 | 0.5708+-0.0024 | 0.017547+-0.000000 | 135.68-164 | 4.708656+-0.001143 | -13.3250+-0.0018 |
+| Attention UNet | - | 10.7641+-0.0358 | 35.4305+-0.0358 | 0.9264+-0.0004 | 0.011651+-0.000062 | 0.000332+-0.000004 | 0.017748+-0.000088 | 0.994784+-0.010052 | 0.1514+-0.0358 | 0.247637+-0.001390 | 12.1621+-0.0517 | 1.205975+-0.058547 | -1.0690+-0.1426 | 1.094217+-0.026710 | -0.5452+-0.0909 | 0.313958+-0.000000 | 93.2-135.68 | 0.326951+-0.001354 | 9.7390+-0.0339 | 0.055981+-0.000000 | 22.4-50.72 | 0.307575+-0.002318 | 10.2774+-0.0656 | 0.612267+-0.000000 | 50.72-93.2 | 0.219421+-0.002006 | 13.2103+-0.0819 | 0.017547+-0.000000 | 135.68-164 | 0.893144+-0.002073 | 1.0068+-0.0172 |
 | SCRN | 0.43 | 11.9895+-0.0046 | 36.6560+-0.0046 | 0.9357+-0.0001 | 0.010733+-0.000027 | 0.000261+-0.000000 | 0.015634+-0.000009 | 0.931359+-0.001006 | 0.6515+-0.0077 | 0.205011+-0.000081 | 13.7856+-0.0038 | 1.172032+-0.005367 | -1.1765+-0.0459 | 1.043972+-0.001522 | -0.2928+-0.0147 | 0.313958+-0.000000 | 93.2-135.68 | 0.282929+-0.000294 | 10.9905+-0.0092 | 0.055981+-0.000000 | 22.4-50.72 | 0.256591+-0.001066 | 11.8501+-0.0364 | 0.612267+-0.000000 | 50.72-93.2 | 0.201148+-0.000283 | 13.9570+-0.0116 | 0.017547+-0.000000 | 135.68-164 | 0.752315+-0.001989 | 2.5146+-0.0226 |
-| Attention UNet | - | 10.7641+-0.0358 | 35.4305+-0.0358 | 0.9264+-0.0004 | 0.011651+-0.000062 | 0.000332+-0.000004 | 0.017748+-0.000088 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| cbdrdn | - | 11.8811+-0.0516 | 36.5476+-0.0516 | 0.9337+-0.0006 | 0.011011+-0.000062 | 0.000270+-0.000002 | 0.015899+-0.000073 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| CBDRDN | - | 11.8811+-0.0516 | 36.5476+-0.0516 | 0.9337+-0.0006 | 0.011011+-0.000062 | 0.000270+-0.000002 | 0.015899+-0.000073 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 10.4113+-0.0660 | 35.0778+-0.0660 | 0.9173+-0.0017 | 0.013028+-0.000097 | 0.000342+-0.000006 | 0.018107+-0.000141 | 1.368594+-0.021672 | -0.7250+-0.0439 | 0.235601+-0.002606 | 12.6539+-0.0979 | 3.055627+-0.100169 | -5.5910+-0.1234 | 2.024153+-0.052850 | -3.0214+-0.0861 | 0.313958+-0.000000 | 93.2-135.68 | 0.331128+-0.003162 | 9.8119+-0.0611 | 0.055981+-0.000000 | 22.4-50.72 | 0.319812+-0.005387 | 10.0684+-0.1594 | 0.612267+-0.000000 | 50.72-93.2 | 0.232773+-0.001655 | 12.7670+-0.0652 | 0.017547+-0.000000 | 135.68-164 | 0.948316+-0.014851 | 1.1415+-0.0741 |
 | DnCNN | - | 11.3044+-0.0210 | 35.9709+-0.0211 | 0.9268+-0.0002 | 0.011706+-0.000019 | 0.000301+-0.000000 | 0.016818+-0.000009 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 10.7808+-0.1139 | 35.4472+-0.1140 | 0.9224+-0.0023 | 0.011804+-0.000127 | 0.000330+-0.000004 | 0.017663+-0.000148 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 12.0344+-0.0191 | 36.7008+-0.0190 | 0.9378+-0.0001 | 0.010613+-0.000035 | 0.000257+-0.000001 | 0.015509+-0.000028 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 11.0133+-0.2061 | 35.6798+-0.2061 | 0.9292+-0.0028 | 0.011366+-0.000284 | 0.000314+-0.000017 | 0.017250+-0.000447 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 11.0133+-0.2061 | 35.6798+-0.2061 | 0.9292+-0.0028 | 0.011366+-0.000284 | 0.000314+-0.000017 | 0.017250+-0.000447 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 10.5049+-0.1156 | 35.1714+-0.1156 | 0.9239+-0.0016 | 0.012144+-0.000096 | 0.000351+-0.000011 | 0.018243+-0.000275 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 10.7195+-0.1563 | 35.3860+-0.1563 | 0.9259+-0.0018 | 0.011759+-0.000136 | 0.000335+-0.000011 | 0.017824+-0.000299 | 0.997867+-0.006434 | 0.1203+-0.0435 | 0.249041+-0.006049 | 12.1186+-0.2084 | 1.208666+-0.010888 | -1.1381+-0.0578 | 1.100664+-0.005527 | -0.5961+-0.0145 | 0.313958+-0.000000 | 93.2-135.68 | 0.329679+-0.005297 | 9.6717+-0.1340 | 0.055981+-0.000000 | 22.4-50.72 | 0.307776+-0.011565 | 10.2765+-0.3262 | 0.612267+-0.000000 | 50.72-93.2 | 0.220385+-0.004948 | 13.1805+-0.1954 | 0.017547+-0.000000 | 135.68-164 | 0.892844+-0.010447 | 1.0045+-0.1021 |
+| unet_L | 31.05 | 10.8652+-0.0339 | 35.5317+-0.0339 | 0.9276+-0.0003 | 0.011584+-0.000020 | 0.000325+-0.000002 | 0.017549+-0.000067 | 0.988307+-0.001671 | 0.1721+-0.0081 | 0.243706+-0.001447 | 12.3051+-0.0533 | 1.174356+-0.006303 | -1.0128+-0.0718 | 1.082621+-0.003258 | -0.5216+-0.0325 | 0.313958+-0.000000 | 93.2-135.68 | 0.324949+-0.001430 | 9.7942+-0.0388 | 0.055981+-0.000000 | 22.4-50.72 | 0.291491+-0.001644 | 10.7428+-0.0524 | 0.612267+-0.000000 | 50.72-93.2 | 0.217702+-0.000787 | 13.2885+-0.0296 | 0.017547+-0.000000 | 135.68-164 | 0.879833+-0.002887 | 1.1353+-0.0292 |
 | unet_plusplus | - | 11.0445+-0.1367 | 35.7109+-0.1368 | 0.9285+-0.0019 | 0.011459+-0.000146 | 0.000313+-0.000007 | 0.017203+-0.000217 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 #### SNR 0 dB
@@ -244,17 +244,17 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 | Raw (noisy) | - | -0.0001+-0.0015 | 24.6663+-0.0015 | 0.4878+-0.0001 | 0.049255+-0.000010 | 0.004029+-0.000001 | 0.061729+-0.000011 | 4.015822+-0.001115 | -11.4963+-0.0037 | 0.503376+-0.000083 | 5.9649+-0.0014 | 11.014318+-0.000960 | -20.2121+-0.0006 | 6.968893+-0.002505 | -16.2482+-0.0034 | 0.313958+-0.000000 | 93.2-135.68 | 0.739480+-0.000248 | 2.6421+-0.0028 | 0.055981+-0.000000 | 22.4-50.72 | 1.467947+-0.000498 | -3.2781+-0.0028 | 0.612267+-0.000000 | 50.72-93.2 | 0.526728+-0.000146 | 5.5708+-0.0024 | 0.017547+-0.000000 | 135.68-164 | 2.647872+-0.000643 | -8.3250+-0.0018 |
-| UNet | 7.77 | 12.7346+-0.1951 | 37.4010+-0.1952 | 0.9491+-0.0020 | 0.009668+-0.000175 | 0.000209+-0.000008 | 0.014091+-0.000279 | 0.896164+-0.036976 | 1.1717+-0.2068 | 0.185054+-0.005018 | 14.7333+-0.2203 | 1.235803+-0.076864 | -1.1904+-0.1697 | 1.078681+-0.055029 | -0.2814+-0.1699 | 0.313958+-0.000000 | 93.2-135.68 | 0.259710+-0.006258 | 11.7568+-0.1950 | 0.055981+-0.000000 | 22.4-50.72 | 0.246602+-0.008935 | 12.2066+-0.3043 | 0.612267+-0.000000 | 50.72-93.2 | 0.166311+-0.002259 | 15.6537+-0.1022 | 0.017547+-0.000000 | 135.68-164 | 0.768552+-0.024666 | 2.3457+-0.2499 |
-| ddpm | 33.30 | 12.3782+-0.0439 | 37.0446+-0.0439 | 0.9424+-0.0025 | 0.010761+-0.000053 | 0.000213+-0.000002 | 0.014344+-0.000078 | 1.220692+-0.018537 | 0.5474+-0.0252 | 0.170220+-0.001650 | 15.5654+-0.1054 | 2.947992+-0.090563 | -5.2884+-0.1205 | 1.913195+-0.046361 | -2.4205+-0.0767 | 0.313958+-0.000000 | 93.2-135.68 | 0.263040+-0.002289 | 11.8992+-0.0406 | 0.055981+-0.000000 | 22.4-50.72 | 0.265493+-0.002993 | 11.7729+-0.0886 | 0.612267+-0.000000 | 50.72-93.2 | 0.176336+-0.001482 | 15.2397+-0.0837 | 0.017547+-0.000000 | 135.68-164 | 0.805670+-0.013544 | 2.7440+-0.0638 |
-| unet_L | 31.05 | 13.1302+-0.0421 | 37.7966+-0.0421 | 0.9528+-0.0005 | 0.009257+-0.000030 | 0.000192+-0.000002 | 0.013496+-0.000069 | 0.860230+-0.002688 | 1.4356+-0.0293 | 0.174275+-0.000943 | 15.2470+-0.0454 | 1.196778+-0.027489 | -1.1547+-0.0703 | 1.047560+-0.011152 | -0.1821+-0.0242 | 0.313958+-0.000000 | 93.2-135.68 | 0.248918+-0.001355 | 12.1157+-0.0459 | 0.055981+-0.000000 | 22.4-50.72 | 0.225500+-0.001439 | 12.9820+-0.0493 | 0.612267+-0.000000 | 50.72-93.2 | 0.162018+-0.000989 | 15.8732+-0.0526 | 0.017547+-0.000000 | 135.68-164 | 0.722602+-0.004602 | 2.8752+-0.0617 |
+| Attention UNet | - | 12.7975+-0.1023 | 37.4640+-0.1023 | 0.9496+-0.0008 | 0.009551+-0.000068 | 0.000205+-0.000003 | 0.013976+-0.000122 | 0.877201+-0.013612 | 1.2616+-0.0918 | 0.183302+-0.002576 | 14.8186+-0.1036 | 1.208193+-0.056045 | -1.2116+-0.1987 | 1.048117+-0.025011 | -0.2039+-0.1140 | 0.313958+-0.000000 | 93.2-135.68 | 0.256986+-0.002946 | 11.8432+-0.0886 | 0.055981+-0.000000 | 22.4-50.72 | 0.246047+-0.004483 | 12.2246+-0.1497 | 0.612267+-0.000000 | 50.72-93.2 | 0.165477+-0.001621 | 15.6950+-0.0693 | 0.017547+-0.000000 | 135.68-164 | 0.758715+-0.010270 | 2.4403+-0.1097 |
 | SCRN | 0.43 | 14.3780+-0.0063 | 39.0444+-0.0063 | 0.9596+-0.0001 | 0.008325+-0.000009 | 0.000150+-0.000000 | 0.011852+-0.000007 | 0.781371+-0.000106 | 2.1940+-0.0013 | 0.143169+-0.000166 | 16.9167+-0.0101 | 1.113363+-0.007140 | -0.7756+-0.0483 | 0.967994+-0.003555 | 0.3525+-0.0274 | 0.313958+-0.000000 | 93.2-135.68 | 0.216284+-0.000158 | 13.3205+-0.0066 | 0.055981+-0.000000 | 22.4-50.72 | 0.195684+-0.000042 | 14.2028+-0.0015 | 0.612267+-0.000000 | 50.72-93.2 | 0.148912+-0.000330 | 16.5742+-0.0186 | 0.017547+-0.000000 | 135.68-164 | 0.594409+-0.000560 | 4.5631+-0.0081 |
-| Attention UNet | - | 12.7975+-0.1023 | 37.4640+-0.1023 | 0.9496+-0.0008 | 0.009551+-0.000068 | 0.000205+-0.000003 | 0.013976+-0.000122 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| cbdrdn | - | 13.5818+-0.4451 | 38.2482+-0.4451 | 0.9517+-0.0040 | 0.009367+-0.000495 | 0.000179+-0.000015 | 0.012960+-0.000576 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| CBDRDN | - | 13.5818+-0.4451 | 38.2482+-0.4451 | 0.9517+-0.0040 | 0.009367+-0.000495 | 0.000179+-0.000015 | 0.012960+-0.000576 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 12.3782+-0.0439 | 37.0446+-0.0439 | 0.9424+-0.0025 | 0.010761+-0.000053 | 0.000213+-0.000002 | 0.014344+-0.000078 | 1.220692+-0.018537 | 0.5474+-0.0252 | 0.170220+-0.001650 | 15.5654+-0.1054 | 2.947992+-0.090563 | -5.2884+-0.1205 | 1.913195+-0.046361 | -2.4205+-0.0767 | 0.313958+-0.000000 | 93.2-135.68 | 0.263040+-0.002289 | 11.8992+-0.0406 | 0.055981+-0.000000 | 22.4-50.72 | 0.265493+-0.002993 | 11.7729+-0.0886 | 0.612267+-0.000000 | 50.72-93.2 | 0.176336+-0.001482 | 15.2397+-0.0837 | 0.017547+-0.000000 | 135.68-164 | 0.805670+-0.013544 | 2.7440+-0.0638 |
 | DnCNN | - | 13.8650+-0.0757 | 38.5314+-0.0757 | 0.9551+-0.0005 | 0.008980+-0.000068 | 0.000167+-0.000002 | 0.012521+-0.000085 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 13.3848+-0.0201 | 38.0513+-0.0201 | 0.9526+-0.0004 | 0.009171+-0.000029 | 0.000184+-0.000001 | 0.013160+-0.000039 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 14.3225+-0.0089 | 38.9890+-0.0089 | 0.9604+-0.0001 | 0.008301+-0.000004 | 0.000150+-0.000000 | 0.011866+-0.000003 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 13.0822+-0.0766 | 37.7487+-0.0767 | 0.9522+-0.0002 | 0.009239+-0.000066 | 0.000193+-0.000002 | 0.013543+-0.000084 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 13.0822+-0.0766 | 37.7487+-0.0767 | 0.9522+-0.0002 | 0.009239+-0.000066 | 0.000193+-0.000002 | 0.013543+-0.000084 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 12.5609+-0.1114 | 37.2274+-0.1114 | 0.9483+-0.0010 | 0.010003+-0.000135 | 0.000217+-0.000005 | 0.014361+-0.000158 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 12.7346+-0.1951 | 37.4010+-0.1952 | 0.9491+-0.0020 | 0.009668+-0.000175 | 0.000209+-0.000008 | 0.014091+-0.000279 | 0.896164+-0.036976 | 1.1717+-0.2068 | 0.185054+-0.005018 | 14.7333+-0.2203 | 1.235803+-0.076864 | -1.1904+-0.1697 | 1.078681+-0.055029 | -0.2814+-0.1699 | 0.313958+-0.000000 | 93.2-135.68 | 0.259710+-0.006258 | 11.7568+-0.1950 | 0.055981+-0.000000 | 22.4-50.72 | 0.246602+-0.008935 | 12.2066+-0.3043 | 0.612267+-0.000000 | 50.72-93.2 | 0.166311+-0.002259 | 15.6537+-0.1022 | 0.017547+-0.000000 | 135.68-164 | 0.768552+-0.024666 | 2.3457+-0.2499 |
+| unet_L | 31.05 | 13.1302+-0.0421 | 37.7966+-0.0421 | 0.9528+-0.0005 | 0.009257+-0.000030 | 0.000192+-0.000002 | 0.013496+-0.000069 | 0.860230+-0.002688 | 1.4356+-0.0293 | 0.174275+-0.000943 | 15.2470+-0.0454 | 1.196778+-0.027489 | -1.1547+-0.0703 | 1.047560+-0.011152 | -0.1821+-0.0242 | 0.313958+-0.000000 | 93.2-135.68 | 0.248918+-0.001355 | 12.1157+-0.0459 | 0.055981+-0.000000 | 22.4-50.72 | 0.225500+-0.001439 | 12.9820+-0.0493 | 0.612267+-0.000000 | 50.72-93.2 | 0.162018+-0.000989 | 15.8732+-0.0526 | 0.017547+-0.000000 | 135.68-164 | 0.722602+-0.004602 | 2.8752+-0.0617 |
 | unet_plusplus | - | 13.4745+-0.0416 | 38.1409+-0.0417 | 0.9543+-0.0004 | 0.008972+-0.000037 | 0.000179+-0.000001 | 0.012988+-0.000029 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 #### SNR 5 dB
@@ -262,17 +262,17 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 | Raw (noisy) | - | 4.9999+-0.0015 | 29.6663+-0.0015 | 0.7411+-0.0001 | 0.027698+-0.000005 | 0.001274+-0.000000 | 0.034713+-0.000006 | 2.258262+-0.000627 | -6.4963+-0.0037 | 0.283069+-0.000046 | 10.9649+-0.0014 | 6.193806+-0.000540 | -15.2121+-0.0006 | 3.918897+-0.001408 | -11.2482+-0.0034 | 0.313958+-0.000000 | 93.2-135.68 | 0.415840+-0.000140 | 7.6421+-0.0028 | 0.055981+-0.000000 | 22.4-50.72 | 0.825487+-0.000280 | 1.7219+-0.0028 | 0.612267+-0.000000 | 50.72-93.2 | 0.296201+-0.000082 | 10.5708+-0.0024 | 0.017547+-0.000000 | 135.68-164 | 1.489008+-0.000362 | -3.3250+-0.0018 |
-| UNet | 7.77 | 14.8439+-0.4420 | 39.5103+-0.4420 | 0.9676+-0.0033 | 0.007730+-0.000361 | 0.000128+-0.000012 | 0.011019+-0.000540 | 0.719111+-0.034267 | 3.0424+-0.4271 | 0.138693+-0.008213 | 17.2964+-0.4823 | 1.155559+-0.043804 | -0.8769+-0.2212 | 0.946052+-0.031838 | 0.7052+-0.2676 | 0.313958+-0.000000 | 93.2-135.68 | 0.202695+-0.010466 | 13.9320+-0.4321 | 0.055981+-0.000000 | 22.4-50.72 | 0.200621+-0.014106 | 14.0243+-0.5918 | 0.612267+-0.000000 | 50.72-93.2 | 0.125452+-0.005385 | 18.1443+-0.3423 | 0.017547+-0.000000 | 135.68-164 | 0.615859+-0.031597 | 4.2889+-0.4597 |
-| ddpm | 33.30 | 14.3109+-0.2331 | 38.9774+-0.2331 | 0.9607+-0.0031 | 0.008788+-0.000244 | 0.000133+-0.000007 | 0.011406+-0.000293 | 1.056677+-0.039264 | 2.3543+-0.1675 | 0.122586+-0.002645 | 18.5639+-0.1390 | 2.856104+-0.169225 | -4.8859+-0.3742 | 1.785473+-0.088003 | -1.4952+-0.2722 | 0.313958+-0.000000 | 93.2-135.68 | 0.208569+-0.005307 | 14.0494+-0.1668 | 0.055981+-0.000000 | 22.4-50.72 | 0.227445+-0.008396 | 13.2363+-0.2848 | 0.612267+-0.000000 | 50.72-93.2 | 0.132733+-0.002769 | 17.8161+-0.1455 | 0.017547+-0.000000 | 135.68-164 | 0.671904+-0.021999 | 4.6102+-0.1701 |
-| unet_L | 31.05 | 15.8485+-0.0706 | 40.5150+-0.0705 | 0.9730+-0.0006 | 0.006915+-0.000052 | 0.000103+-0.000002 | 0.009869+-0.000083 | 0.657661+-0.003585 | 3.7919+-0.0552 | 0.119565+-0.001454 | 18.5468+-0.1039 | 1.095432+-0.015124 | -0.4963+-0.0516 | 0.889480+-0.006917 | 1.2051+-0.0255 | 0.313958+-0.000000 | 93.2-135.68 | 0.182999+-0.001391 | 14.7887+-0.0641 | 0.055981+-0.000000 | 22.4-50.72 | 0.169928+-0.002559 | 15.4508+-0.1295 | 0.612267+-0.000000 | 50.72-93.2 | 0.115449+-0.001844 | 18.8295+-0.1360 | 0.017547+-0.000000 | 135.68-164 | 0.533627+-0.002475 | 5.5248+-0.0383 |
+| Attention UNet | - | 14.8935+-0.2287 | 39.5599+-0.2287 | 0.9677+-0.0014 | 0.007652+-0.000174 | 0.000125+-0.000006 | 0.010927+-0.000255 | 0.714476+-0.019492 | 3.0873+-0.2011 | 0.137611+-0.004234 | 17.3756+-0.2390 | 1.153636+-0.052686 | -0.8163+-0.2427 | 0.942364+-0.029417 | 0.7435+-0.2015 | 0.313958+-0.000000 | 93.2-135.68 | 0.199831+-0.005196 | 14.0604+-0.1992 | 0.055981+-0.000000 | 22.4-50.72 | 0.204458+-0.006843 | 13.8477+-0.2867 | 0.612267+-0.000000 | 50.72-93.2 | 0.125462+-0.003045 | 18.1575+-0.1810 | 0.017547+-0.000000 | 135.68-164 | 0.607072+-0.019445 | 4.4044+-0.2685 |
 | SCRN | 0.43 | 17.0551+-0.0123 | 41.7215+-0.0123 | 0.9773+-0.0001 | 0.006136+-0.000016 | 0.000080+-0.000000 | 0.008675+-0.000012 | 0.597121+-0.002720 | 4.5699+-0.0273 | 0.097873+-0.000050 | 20.2352+-0.0087 | 1.009696+-0.008051 | 0.0497+-0.0324 | 0.821374+-0.004438 | 1.7895+-0.0246 | 0.313958+-0.000000 | 93.2-135.68 | 0.161336+-0.000307 | 15.8650+-0.0164 | 0.055981+-0.000000 | 22.4-50.72 | 0.144135+-0.000278 | 16.8597+-0.0201 | 0.612267+-0.000000 | 50.72-93.2 | 0.105256+-0.000151 | 19.5888+-0.0154 | 0.017547+-0.000000 | 135.68-164 | 0.453030+-0.001491 | 6.9204+-0.0255 |
-| Attention UNet | - | 14.8935+-0.2287 | 39.5599+-0.2287 | 0.9677+-0.0014 | 0.007652+-0.000174 | 0.000125+-0.000006 | 0.010927+-0.000255 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| cbdrdn | - | 16.4587+-0.4697 | 41.1251+-0.4697 | 0.9738+-0.0024 | 0.006755+-0.000420 | 0.000092+-0.000009 | 0.009280+-0.000453 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| CBDRDN | - | 16.4587+-0.4697 | 41.1251+-0.4697 | 0.9738+-0.0024 | 0.006755+-0.000420 | 0.000092+-0.000009 | 0.009280+-0.000453 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 14.3109+-0.2331 | 38.9774+-0.2331 | 0.9607+-0.0031 | 0.008788+-0.000244 | 0.000133+-0.000007 | 0.011406+-0.000293 | 1.056677+-0.039264 | 2.3543+-0.1675 | 0.122586+-0.002645 | 18.5639+-0.1390 | 2.856104+-0.169225 | -4.8859+-0.3742 | 1.785473+-0.088003 | -1.4952+-0.2722 | 0.313958+-0.000000 | 93.2-135.68 | 0.208569+-0.005307 | 14.0494+-0.1668 | 0.055981+-0.000000 | 22.4-50.72 | 0.227445+-0.008396 | 13.2363+-0.2848 | 0.612267+-0.000000 | 50.72-93.2 | 0.132733+-0.002769 | 17.8161+-0.1455 | 0.017547+-0.000000 | 135.68-164 | 0.671904+-0.021999 | 4.6102+-0.1701 |
 | DnCNN | - | 16.7481+-0.0492 | 41.4146+-0.0492 | 0.9758+-0.0002 | 0.006463+-0.000040 | 0.000085+-0.000001 | 0.008953+-0.000041 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 16.0238+-0.0359 | 40.6903+-0.0359 | 0.9728+-0.0002 | 0.006889+-0.000019 | 0.000099+-0.000001 | 0.009679+-0.000034 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 16.8336+-0.0160 | 41.5000+-0.0160 | 0.9773+-0.0000 | 0.006203+-0.000013 | 0.000083+-0.000000 | 0.008835+-0.000011 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 15.9001+-0.1500 | 40.5665+-0.1500 | 0.9733+-0.0009 | 0.006853+-0.000075 | 0.000101+-0.000003 | 0.009793+-0.000167 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 15.9001+-0.1500 | 40.5665+-0.1500 | 0.9733+-0.0009 | 0.006853+-0.000075 | 0.000101+-0.000003 | 0.009793+-0.000167 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 14.9238+-0.0496 | 39.5903+-0.0495 | 0.9694+-0.0005 | 0.007797+-0.000072 | 0.000125+-0.000001 | 0.010913+-0.000062 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 14.8439+-0.4420 | 39.5103+-0.4420 | 0.9676+-0.0033 | 0.007730+-0.000361 | 0.000128+-0.000012 | 0.011019+-0.000540 | 0.719111+-0.034267 | 3.0424+-0.4271 | 0.138693+-0.008213 | 17.2964+-0.4823 | 1.155559+-0.043804 | -0.8769+-0.2212 | 0.946052+-0.031838 | 0.7052+-0.2676 | 0.313958+-0.000000 | 93.2-135.68 | 0.202695+-0.010466 | 13.9320+-0.4321 | 0.055981+-0.000000 | 22.4-50.72 | 0.200621+-0.014106 | 14.0243+-0.5918 | 0.612267+-0.000000 | 50.72-93.2 | 0.125452+-0.005385 | 18.1443+-0.3423 | 0.017547+-0.000000 | 135.68-164 | 0.615859+-0.031597 | 4.2889+-0.4597 |
+| unet_L | 31.05 | 15.8485+-0.0706 | 40.5150+-0.0705 | 0.9730+-0.0006 | 0.006915+-0.000052 | 0.000103+-0.000002 | 0.009869+-0.000083 | 0.657661+-0.003585 | 3.7919+-0.0552 | 0.119565+-0.001454 | 18.5468+-0.1039 | 1.095432+-0.015124 | -0.4963+-0.0516 | 0.889480+-0.006917 | 1.2051+-0.0255 | 0.313958+-0.000000 | 93.2-135.68 | 0.182999+-0.001391 | 14.7887+-0.0641 | 0.055981+-0.000000 | 22.4-50.72 | 0.169928+-0.002559 | 15.4508+-0.1295 | 0.612267+-0.000000 | 50.72-93.2 | 0.115449+-0.001844 | 18.8295+-0.1360 | 0.017547+-0.000000 | 135.68-164 | 0.533627+-0.002475 | 5.5248+-0.0383 |
 | unet_plusplus | - | 16.1852+-0.0544 | 40.8516+-0.0544 | 0.9741+-0.0003 | 0.006638+-0.000056 | 0.000095+-0.000000 | 0.009469+-0.000031 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 ### Poisson Noise
@@ -282,16 +282,16 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 | Raw (noisy) | - | -4.9991+-0.0009 | 19.6674+-0.0009 | 0.2452+-0.0000 | 0.087512+-0.000008 | 0.012738+-0.000003 | 0.109756+-0.000011 | 7.139934+-0.002099 | -16.4943+-0.0019 | 0.894940+-0.000218 | 0.9668+-0.0021 | 19.590212+-0.011286 | -25.2141+-0.0025 | 12.385180+-0.004828 | -21.2459+-0.0022 | 0.313958+-0.000000 | 93.2-135.68 | 1.314820+-0.000207 | -2.3565+-0.0014 | 0.055981+-0.000000 | 22.4-50.72 | 2.609445+-0.001180 | -8.2750+-0.0039 | 0.612267+-0.000000 | 50.72-93.2 | 0.936676+-0.000364 | 0.5707+-0.0034 | 0.017547+-0.000000 | 135.68-164 | 4.708020+-0.001828 | -13.3247+-0.0036 |
-| UNet | 7.77 | 10.7209+-0.1723 | 35.3873+-0.1723 | 0.9257+-0.0021 | 0.011764+-0.000162 | 0.000334+-0.000011 | 0.017796+-0.000306 | 1.017308+-0.029620 | 0.0615+-0.1004 | 0.248659+-0.006539 | 12.1391+-0.2200 | 1.268583+-0.079916 | -1.2557+-0.1269 | 1.138946+-0.050646 | -0.6799+-0.0888 | 0.313958+-0.000000 | 93.2-135.68 | 0.329612+-0.006294 | 9.6829+-0.1526 | 0.055981+-0.000000 | 22.4-50.72 | 0.308473+-0.013530 | 10.2611+-0.3769 | 0.612267+-0.000000 | 50.72-93.2 | 0.220554+-0.004561 | 13.1824+-0.1737 | 0.017547+-0.000000 | 135.68-164 | 0.898776+-0.018471 | 0.9684+-0.1530 |
-| ddpm | 33.30 | 10.4292+-0.0604 | 35.0956+-0.0604 | 0.9159+-0.0045 | 0.012995+-0.000098 | 0.000340+-0.000005 | 0.018075+-0.000125 | 1.359538+-0.005749 | -0.6860+-0.0459 | 0.235958+-0.001554 | 12.6393+-0.0556 | 3.005283+-0.032889 | -5.4588+-0.1388 | 1.999240+-0.014108 | -2.9275+-0.0894 | 0.313958+-0.000000 | 93.2-135.68 | 0.327877+-0.002137 | 9.8894+-0.0510 | 0.055981+-0.000000 | 22.4-50.72 | 0.319457+-0.004063 | 10.0642+-0.1137 | 0.612267+-0.000000 | 50.72-93.2 | 0.233243+-0.001289 | 12.7433+-0.0463 | 0.017547+-0.000000 | 135.68-164 | 0.942511+-0.010999 | 1.1801+-0.0528 |
-| unet_L | 31.05 | 10.9279+-0.0485 | 35.5943+-0.0485 | 0.9276+-0.0006 | 0.011547+-0.000039 | 0.000322+-0.000003 | 0.017447+-0.000094 | 0.994088+-0.006194 | 0.1293+-0.0254 | 0.240230+-0.001885 | 12.4276+-0.0669 | 1.214256+-0.020595 | -1.2919+-0.0283 | 1.104581+-0.010721 | -0.6813+-0.0245 | 0.313958+-0.000000 | 93.2-135.68 | 0.321287+-0.001370 | 9.8910+-0.0368 | 0.055981+-0.000000 | 22.4-50.72 | 0.289728+-0.005147 | 10.7947+-0.1557 | 0.612267+-0.000000 | 50.72-93.2 | 0.219063+-0.001876 | 13.2300+-0.0753 | 0.017547+-0.000000 | 135.68-164 | 0.868105+-0.006258 | 1.2510+-0.0621 |
+| Attention UNet | - | 10.8449+-0.0674 | 35.5113+-0.0674 | 0.9273+-0.0007 | 0.011566+-0.000076 | 0.000325+-0.000007 | 0.017554+-0.000166 | 0.997249+-0.012409 | 0.1506+-0.0484 | 0.244426+-0.002909 | 12.2830+-0.1094 | 1.231557+-0.060617 | -1.1638+-0.1756 | 1.106213+-0.032185 | -0.5931+-0.1215 | 0.313958+-0.000000 | 93.2-135.68 | 0.323799+-0.002840 | 9.8272+-0.0777 | 0.055981+-0.000000 | 22.4-50.72 | 0.303853+-0.004804 | 10.3861+-0.1376 | 0.612267+-0.000000 | 50.72-93.2 | 0.217534+-0.002346 | 13.2924+-0.1006 | 0.017547+-0.000000 | 135.68-164 | 0.890297+-0.002787 | 1.0431+-0.0352 |
 | SCRN | 0.43 | 11.9910+-0.0130 | 36.6574+-0.0130 | 0.9355+-0.0002 | 0.010745+-0.000022 | 0.000261+-0.000001 | 0.015617+-0.000018 | 0.932323+-0.002807 | 0.6476+-0.0157 | 0.204771+-0.000313 | 13.7975+-0.0134 | 1.178139+-0.008656 | -1.2097+-0.0524 | 1.046177+-0.004888 | -0.2977+-0.0191 | 0.313958+-0.000000 | 93.2-135.68 | 0.282695+-0.000034 | 10.9991+-0.0016 | 0.055981+-0.000000 | 22.4-50.72 | 0.258166+-0.001505 | 11.7977+-0.0531 | 0.612267+-0.000000 | 50.72-93.2 | 0.200978+-0.000519 | 13.9647+-0.0239 | 0.017547+-0.000000 | 135.68-164 | 0.753133+-0.001290 | 2.5053+-0.0116 |
-| Attention UNet | - | 10.8449+-0.0674 | 35.5114+-0.0674 | 0.9273+-0.0007 | 0.011566+-0.000076 | 0.000325+-0.000007 | 0.017554+-0.000166 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 10.4292+-0.0604 | 35.0956+-0.0604 | 0.9159+-0.0045 | 0.012995+-0.000098 | 0.000340+-0.000005 | 0.018075+-0.000125 | 1.359538+-0.005749 | -0.6860+-0.0459 | 0.235958+-0.001554 | 12.6393+-0.0556 | 3.005283+-0.032889 | -5.4588+-0.1388 | 1.999240+-0.014108 | -2.9275+-0.0894 | 0.313958+-0.000000 | 93.2-135.68 | 0.327877+-0.002137 | 9.8894+-0.0510 | 0.055981+-0.000000 | 22.4-50.72 | 0.319457+-0.004063 | 10.0642+-0.1137 | 0.612267+-0.000000 | 50.72-93.2 | 0.233243+-0.001289 | 12.7433+-0.0463 | 0.017547+-0.000000 | 135.68-164 | 0.942511+-0.010999 | 1.1801+-0.0528 |
 | DnCNN | - | 11.2894+-0.0302 | 35.9558+-0.0302 | 0.9264+-0.0004 | 0.011744+-0.000047 | 0.000301+-0.000002 | 0.016835+-0.000055 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 10.8567+-0.0486 | 35.5232+-0.0486 | 0.9234+-0.0009 | 0.011722+-0.000051 | 0.000326+-0.000002 | 0.017549+-0.000071 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 12.0482+-0.0143 | 36.7146+-0.0143 | 0.9377+-0.0002 | 0.010612+-0.000032 | 0.000256+-0.000000 | 0.015476+-0.000016 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 10.9370+-0.0785 | 35.6034+-0.0786 | 0.9288+-0.0014 | 0.011434+-0.000093 | 0.000314+-0.000011 | 0.017289+-0.000261 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 10.9370+-0.0785 | 35.6034+-0.0786 | 0.9288+-0.0014 | 0.011434+-0.000093 | 0.000314+-0.000011 | 0.017289+-0.000261 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 10.5332+-0.1662 | 35.1996+-0.1662 | 0.9240+-0.0019 | 0.012113+-0.000143 | 0.000348+-0.000013 | 0.018172+-0.000343 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 10.7209+-0.1723 | 35.3873+-0.1723 | 0.9257+-0.0021 | 0.011764+-0.000162 | 0.000334+-0.000011 | 0.017796+-0.000306 | 1.017308+-0.029620 | 0.0615+-0.1004 | 0.248659+-0.006539 | 12.1391+-0.2200 | 1.268583+-0.079916 | -1.2557+-0.1269 | 1.138946+-0.050646 | -0.6799+-0.0888 | 0.313958+-0.000000 | 93.2-135.68 | 0.329612+-0.006294 | 9.6829+-0.1526 | 0.055981+-0.000000 | 22.4-50.72 | 0.308473+-0.013530 | 10.2611+-0.3769 | 0.612267+-0.000000 | 50.72-93.2 | 0.220554+-0.004561 | 13.1824+-0.1737 | 0.017547+-0.000000 | 135.68-164 | 0.898776+-0.018471 | 0.9684+-0.1530 |
+| unet_L | 31.05 | 10.9279+-0.0485 | 35.5943+-0.0485 | 0.9276+-0.0006 | 0.011547+-0.000039 | 0.000322+-0.000003 | 0.017447+-0.000094 | 0.994088+-0.006194 | 0.1293+-0.0254 | 0.240230+-0.001885 | 12.4276+-0.0669 | 1.214256+-0.020595 | -1.2919+-0.0283 | 1.104581+-0.010721 | -0.6813+-0.0245 | 0.313958+-0.000000 | 93.2-135.68 | 0.321287+-0.001370 | 9.8910+-0.0368 | 0.055981+-0.000000 | 22.4-50.72 | 0.289728+-0.005147 | 10.7947+-0.1557 | 0.612267+-0.000000 | 50.72-93.2 | 0.219063+-0.001876 | 13.2300+-0.0753 | 0.017547+-0.000000 | 135.68-164 | 0.868105+-0.006258 | 1.2510+-0.0621 |
 | unet_plusplus | - | 10.9828+-0.0946 | 35.6493+-0.0946 | 0.9281+-0.0014 | 0.011491+-0.000125 | 0.000313+-0.000006 | 0.017234+-0.000151 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 #### SNR 0 dB
@@ -299,16 +299,16 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 | Raw (noisy) | - | 0.0010+-0.0009 | 24.6675+-0.0009 | 0.4879+-0.0000 | 0.049214+-0.000002 | 0.004028+-0.000001 | 0.061721+-0.000006 | 4.014423+-0.001113 | -11.4939+-0.0017 | 0.503434+-0.000138 | 5.9639+-0.0024 | 11.013212+-0.003360 | -20.2103+-0.0040 | 6.968074+-0.001946 | -16.2466+-0.0033 | 0.313958+-0.000000 | 93.2-135.68 | 0.739512+-0.000275 | 2.6420+-0.0033 | 0.055981+-0.000000 | 22.4-50.72 | 1.467583+-0.000477 | -3.2758+-0.0029 | 0.612267+-0.000000 | 50.72-93.2 | 0.526658+-0.000092 | 5.5719+-0.0016 | 0.017547+-0.000000 | 135.68-164 | 2.647624+-0.000318 | -8.3253+-0.0008 |
-| UNet | 7.77 | 12.7310+-0.1923 | 37.3974+-0.1924 | 0.9490+-0.0020 | 0.009671+-0.000176 | 0.000209+-0.000008 | 0.014087+-0.000269 | 0.907593+-0.048260 | 1.1362+-0.2311 | 0.184975+-0.004740 | 14.7391+-0.2089 | 1.268607+-0.108947 | -1.2261+-0.1850 | 1.096960+-0.076684 | -0.3106+-0.2065 | 0.313958+-0.000000 | 93.2-135.68 | 0.259716+-0.006453 | 11.7638+-0.1945 | 0.055981+-0.000000 | 22.4-50.72 | 0.246540+-0.008972 | 12.2116+-0.3048 | 0.612267+-0.000000 | 50.72-93.2 | 0.166748+-0.002049 | 15.6325+-0.0912 | 0.017547+-0.000000 | 135.68-164 | 0.771592+-0.027610 | 2.3343+-0.2511 |
-| ddpm | 33.30 | 12.3655+-0.0209 | 37.0319+-0.0208 | 0.9416+-0.0014 | 0.010781+-0.000032 | 0.000214+-0.000001 | 0.014372+-0.000031 | 1.218878+-0.008018 | 0.5442+-0.0164 | 0.170832+-0.000065 | 15.5266+-0.0104 | 2.923362+-0.038753 | -5.2182+-0.1049 | 1.903350+-0.019148 | -2.3890+-0.0622 | 0.313958+-0.000000 | 93.2-135.68 | 0.262530+-0.001369 | 11.9097+-0.0291 | 0.055981+-0.000000 | 22.4-50.72 | 0.267673+-0.001093 | 11.6844+-0.0221 | 0.612267+-0.000000 | 50.72-93.2 | 0.176904+-0.000317 | 15.2058+-0.0055 | 0.017547+-0.000000 | 135.68-164 | 0.802511+-0.007223 | 2.7630+-0.0190 |
-| unet_L | 31.05 | 13.1325+-0.0709 | 37.7989+-0.0709 | 0.9524+-0.0003 | 0.009267+-0.000065 | 0.000192+-0.000002 | 0.013499+-0.000094 | 0.859777+-0.007079 | 1.4313+-0.0441 | 0.174137+-0.001690 | 15.2538+-0.0809 | 1.194956+-0.019472 | -1.1619+-0.0659 | 1.043909+-0.013014 | -0.1653+-0.0541 | 0.313958+-0.000000 | 93.2-135.68 | 0.248455+-0.001821 | 12.1301+-0.0602 | 0.055981+-0.000000 | 22.4-50.72 | 0.224964+-0.001955 | 12.9999+-0.0753 | 0.612267+-0.000000 | 50.72-93.2 | 0.162174+-0.000484 | 15.8646+-0.0204 | 0.017547+-0.000000 | 135.68-164 | 0.720601+-0.014972 | 2.8950+-0.1745 |
+| Attention UNet | - | 12.7997+-0.1199 | 37.4661+-0.1200 | 0.9494+-0.0007 | 0.009557+-0.000066 | 0.000205+-0.000004 | 0.013976+-0.000150 | 0.878699+-0.013720 | 1.2425+-0.0856 | 0.182951+-0.003286 | 14.8344+-0.1370 | 1.206386+-0.056424 | -1.1935+-0.1870 | 1.049687+-0.024762 | -0.2158+-0.1087 | 0.313958+-0.000000 | 93.2-135.68 | 0.256982+-0.003523 | 11.8443+-0.1067 | 0.055981+-0.000000 | 22.4-50.72 | 0.245814+-0.004581 | 12.2302+-0.1544 | 0.612267+-0.000000 | 50.72-93.2 | 0.165088+-0.001888 | 15.7117+-0.0841 | 0.017547+-0.000000 | 135.68-164 | 0.760263+-0.012105 | 2.4238+-0.1290 |
 | SCRN | 0.43 | 14.3830+-0.0080 | 39.0494+-0.0080 | 0.9595+-0.0000 | 0.008319+-0.000011 | 0.000149+-0.000000 | 0.011838+-0.000001 | 0.782246+-0.001623 | 2.1852+-0.0078 | 0.142793+-0.000228 | 16.9429+-0.0084 | 1.117325+-0.007654 | -0.8071+-0.0239 | 0.970752+-0.005068 | 0.3335+-0.0191 | 0.313958+-0.000000 | 93.2-135.68 | 0.216062+-0.000193 | 13.3318+-0.0060 | 0.055981+-0.000000 | 22.4-50.72 | 0.195606+-0.000921 | 14.2077+-0.0362 | 0.612267+-0.000000 | 50.72-93.2 | 0.148800+-0.000200 | 16.5820+-0.0095 | 0.017547+-0.000000 | 135.68-164 | 0.596785+-0.000900 | 4.5326+-0.0134 |
-| Attention UNet | - | 12.7997+-0.1199 | 37.4661+-0.1200 | 0.9494+-0.0007 | 0.009557+-0.000066 | 0.000205+-0.000004 | 0.013976+-0.000150 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 12.3655+-0.0209 | 37.0319+-0.0208 | 0.9416+-0.0014 | 0.010781+-0.000032 | 0.000214+-0.000001 | 0.014372+-0.000031 | 1.218878+-0.008018 | 0.5442+-0.0164 | 0.170832+-0.000065 | 15.5266+-0.0104 | 2.923362+-0.038753 | -5.2182+-0.1049 | 1.903350+-0.019148 | -2.3890+-0.0622 | 0.313958+-0.000000 | 93.2-135.68 | 0.262530+-0.001369 | 11.9097+-0.0291 | 0.055981+-0.000000 | 22.4-50.72 | 0.267673+-0.001093 | 11.6844+-0.0221 | 0.612267+-0.000000 | 50.72-93.2 | 0.176904+-0.000317 | 15.2058+-0.0055 | 0.017547+-0.000000 | 135.68-164 | 0.802511+-0.007223 | 2.7630+-0.0190 |
 | DnCNN | - | 13.8524+-0.0459 | 38.5189+-0.0459 | 0.9549+-0.0004 | 0.008989+-0.000056 | 0.000168+-0.000001 | 0.012552+-0.000054 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 13.3724+-0.0078 | 38.0388+-0.0078 | 0.9525+-0.0001 | 0.009193+-0.000031 | 0.000184+-0.000000 | 0.013168+-0.000005 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 14.3409+-0.0129 | 39.0073+-0.0129 | 0.9603+-0.0001 | 0.008301+-0.000008 | 0.000149+-0.000000 | 0.011843+-0.000009 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 13.0343+-0.0619 | 37.7008+-0.0620 | 0.9519+-0.0003 | 0.009284+-0.000004 | 0.000195+-0.000002 | 0.013597+-0.000077 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 13.0343+-0.0619 | 37.7008+-0.0620 | 0.9519+-0.0003 | 0.009284+-0.000004 | 0.000195+-0.000002 | 0.013597+-0.000077 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 12.5691+-0.0935 | 37.2355+-0.0935 | 0.9482+-0.0008 | 0.010001+-0.000119 | 0.000216+-0.000004 | 0.014346+-0.000138 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 12.7310+-0.1923 | 37.3974+-0.1924 | 0.9490+-0.0020 | 0.009671+-0.000176 | 0.000209+-0.000008 | 0.014087+-0.000269 | 0.907593+-0.048260 | 1.1362+-0.2311 | 0.184975+-0.004740 | 14.7391+-0.2089 | 1.268607+-0.108947 | -1.2261+-0.1850 | 1.096960+-0.076684 | -0.3106+-0.2065 | 0.313958+-0.000000 | 93.2-135.68 | 0.259716+-0.006453 | 11.7638+-0.1945 | 0.055981+-0.000000 | 22.4-50.72 | 0.246540+-0.008972 | 12.2116+-0.3048 | 0.612267+-0.000000 | 50.72-93.2 | 0.166748+-0.002049 | 15.6325+-0.0912 | 0.017547+-0.000000 | 135.68-164 | 0.771592+-0.027610 | 2.3343+-0.2511 |
+| unet_L | 31.05 | 13.1325+-0.0709 | 37.7989+-0.0709 | 0.9524+-0.0003 | 0.009267+-0.000065 | 0.000192+-0.000002 | 0.013499+-0.000094 | 0.859777+-0.007079 | 1.4313+-0.0441 | 0.174137+-0.001690 | 15.2538+-0.0809 | 1.194956+-0.019472 | -1.1619+-0.0659 | 1.043909+-0.013014 | -0.1653+-0.0541 | 0.313958+-0.000000 | 93.2-135.68 | 0.248455+-0.001821 | 12.1301+-0.0602 | 0.055981+-0.000000 | 22.4-50.72 | 0.224964+-0.001955 | 12.9999+-0.0753 | 0.612267+-0.000000 | 50.72-93.2 | 0.162174+-0.000484 | 15.8646+-0.0204 | 0.017547+-0.000000 | 135.68-164 | 0.720601+-0.014972 | 2.8950+-0.1745 |
 | unet_plusplus | - | 13.4932+-0.0835 | 38.1597+-0.0835 | 0.9544+-0.0006 | 0.008933+-0.000110 | 0.000178+-0.000001 | 0.012968+-0.000067 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 #### SNR 5 dB
@@ -316,16 +316,16 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
 | Method | Parameters (M) | SNR | PSNR | SSIM | MAE | MSE | RMSE | EB_WSE_MEDIUM_40_70_NE | EB_WSE_MEDIUM_40_70_SNR | EB_WSE_STRONG_70_100_NE | EB_WSE_STRONG_70_100_SNR | EB_WSE_VERY_WEAK_5_20_NE | EB_WSE_VERY_WEAK_5_20_SNR | EB_WSE_WEAK_20_40_NE | EB_WSE_WEAK_20_40_SNR | FB_FRE_HIGH_ENERGY_RATIO | FB_FRE_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_HIGH_NE | FB_FRE_HIGH_SNR | FB_FRE_LOW_ENERGY_RATIO | FB_FRE_LOW_FREQUENCY_RANGE_HZ | FB_FRE_LOW_NE | FB_FRE_LOW_SNR | FB_FRE_MID_ENERGY_RATIO | FB_FRE_MID_FREQUENCY_RANGE_HZ | FB_FRE_MID_NE | FB_FRE_MID_SNR | FB_FRE_VERY_HIGH_ENERGY_RATIO | FB_FRE_VERY_HIGH_FREQUENCY_RANGE_HZ | FB_FRE_VERY_HIGH_NE | FB_FRE_VERY_HIGH_SNR |
 |---|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|:---:|
 | Raw (noisy) | - | 5.0008+-0.0009 | 29.6672+-0.0009 | 0.7412+-0.0000 | 0.027675+-0.000003 | 0.001274+-0.000000 | 0.034710+-0.000004 | 2.257791+-0.000581 | -6.4925+-0.0012 | 0.283060+-0.000027 | 10.9651+-0.0007 | 6.197356+-0.000997 | -15.2144+-0.0020 | 3.917280+-0.001631 | -11.2456+-0.0045 | 0.313958+-0.000000 | 93.2-135.68 | 0.415791+-0.000064 | 7.6434+-0.0014 | 0.055981+-0.000000 | 22.4-50.72 | 0.825238+-0.000029 | 1.7246+-0.0007 | 0.612267+-0.000000 | 50.72-93.2 | 0.296184+-0.000046 | 10.5713+-0.0014 | 0.017547+-0.000000 | 135.68-164 | 1.489541+-0.000329 | -3.3290+-0.0020 |
-| UNet | 7.77 | 14.8942+-0.3700 | 39.5606+-0.3700 | 0.9680+-0.0025 | 0.007678+-0.000290 | 0.000126+-0.000010 | 0.010946+-0.000442 | 0.714249+-0.027722 | 3.1084+-0.3429 | 0.137881+-0.006947 | 17.3488+-0.4074 | 1.162586+-0.043836 | -0.9059+-0.2126 | 0.946346+-0.030802 | 0.7207+-0.2463 | 0.313958+-0.000000 | 93.2-135.68 | 0.201617+-0.008915 | 13.9814+-0.3693 | 0.055981+-0.000000 | 22.4-50.72 | 0.199791+-0.011595 | 14.0579+-0.4840 | 0.612267+-0.000000 | 50.72-93.2 | 0.124555+-0.004020 | 18.2060+-0.2511 | 0.017547+-0.000000 | 135.68-164 | 0.612459+-0.027187 | 4.3378+-0.3964 |
-| ddpm | 33.30 | 14.3553+-0.0858 | 39.0217+-0.0858 | 0.9621+-0.0002 | 0.008738+-0.000091 | 0.000132+-0.000002 | 0.011341+-0.000104 | 1.054117+-0.024340 | 2.3810+-0.0318 | 0.122036+-0.001159 | 18.6040+-0.0559 | 2.833570+-0.097970 | -4.7729+-0.1410 | 1.776251+-0.054730 | -1.4268+-0.0888 | 0.313958+-0.000000 | 93.2-135.68 | 0.208160+-0.002748 | 14.0714+-0.0681 | 0.055981+-0.000000 | 22.4-50.72 | 0.227133+-0.004332 | 13.2529+-0.1435 | 0.612267+-0.000000 | 50.72-93.2 | 0.132462+-0.001511 | 17.8367+-0.0700 | 0.017547+-0.000000 | 135.68-164 | 0.668533+-0.012288 | 4.6580+-0.0606 |
-| unet_L | 31.05 | 15.8185+-0.0527 | 40.4850+-0.0527 | 0.9729+-0.0003 | 0.006927+-0.000031 | 0.000103+-0.000001 | 0.009884+-0.000062 | 0.660273+-0.004102 | 3.7915+-0.0365 | 0.120375+-0.000898 | 18.4982+-0.0627 | 1.108190+-0.031093 | -0.5299+-0.1210 | 0.895929+-0.013935 | 1.1877+-0.0580 | 0.313958+-0.000000 | 93.2-135.68 | 0.183223+-0.001081 | 14.7858+-0.0493 | 0.055981+-0.000000 | 22.4-50.72 | 0.171641+-0.001295 | 15.3677+-0.0666 | 0.612267+-0.000000 | 50.72-93.2 | 0.115715+-0.001549 | 18.8158+-0.1154 | 0.017547+-0.000000 | 135.68-164 | 0.536604+-0.001010 | 5.4746+-0.0185 |
+| Attention UNet | - | 14.9159+-0.2220 | 39.5823+-0.2220 | 0.9679+-0.0014 | 0.007624+-0.000167 | 0.000124+-0.000005 | 0.010889+-0.000244 | 0.719303+-0.019091 | 3.0967+-0.1906 | 0.137268+-0.004106 | 17.4067+-0.2255 | 1.177993+-0.051667 | -0.8501+-0.2388 | 0.955511+-0.029984 | 0.7314+-0.1889 | 0.313958+-0.000000 | 93.2-135.68 | 0.199382+-0.005178 | 14.0859+-0.1926 | 0.055981+-0.000000 | 22.4-50.72 | 0.204836+-0.007038 | 13.8385+-0.2929 | 0.612267+-0.000000 | 50.72-93.2 | 0.125120+-0.002960 | 18.1853+-0.1691 | 0.017547+-0.000000 | 135.68-164 | 0.603594+-0.018403 | 4.4577+-0.2531 |
 | SCRN | 0.43 | 17.0666+-0.0069 | 41.7330+-0.0069 | 0.9773+-0.0000 | 0.006135+-0.000014 | 0.000080+-0.000000 | 0.008664+-0.000011 | 0.597209+-0.001365 | 4.5752+-0.0118 | 0.097600+-0.000071 | 20.2588+-0.0087 | 1.016020+-0.004507 | 0.0086+-0.0122 | 0.823323+-0.002485 | 1.7824+-0.0094 | 0.313958+-0.000000 | 93.2-135.68 | 0.160984+-0.000143 | 15.8824+-0.0046 | 0.055981+-0.000000 | 22.4-50.72 | 0.143974+-0.000644 | 16.8703+-0.0411 | 0.612267+-0.000000 | 50.72-93.2 | 0.105112+-0.000181 | 19.5994+-0.0186 | 0.017547+-0.000000 | 135.68-164 | 0.452720+-0.000549 | 6.9282+-0.0063 |
-| Attention UNet | - | 14.9159+-0.2220 | 39.5823+-0.2220 | 0.9679+-0.0014 | 0.007624+-0.000167 | 0.000124+-0.000005 | 0.010889+-0.000244 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| ddpm | 33.30 | 14.3553+-0.0858 | 39.0217+-0.0858 | 0.9621+-0.0002 | 0.008738+-0.000091 | 0.000132+-0.000002 | 0.011341+-0.000104 | 1.054117+-0.024340 | 2.3810+-0.0318 | 0.122036+-0.001159 | 18.6040+-0.0559 | 2.833570+-0.097970 | -4.7729+-0.1410 | 1.776251+-0.054730 | -1.4268+-0.0888 | 0.313958+-0.000000 | 93.2-135.68 | 0.208160+-0.002748 | 14.0714+-0.0681 | 0.055981+-0.000000 | 22.4-50.72 | 0.227133+-0.004332 | 13.2529+-0.1435 | 0.612267+-0.000000 | 50.72-93.2 | 0.132462+-0.001511 | 17.8367+-0.0700 | 0.017547+-0.000000 | 135.68-164 | 0.668533+-0.012288 | 4.6580+-0.0606 |
 | DnCNN | - | 16.7555+-0.0116 | 41.4220+-0.0116 | 0.9758+-0.0000 | 0.006463+-0.000017 | 0.000085+-0.000000 | 0.008949+-0.000011 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | fbresnet | - | 16.0431+-0.0415 | 40.7096+-0.0415 | 0.9729+-0.0002 | 0.006877+-0.000045 | 0.000099+-0.000001 | 0.009657+-0.000045 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ffcnn | - | 16.8487+-0.0150 | 41.5151+-0.0150 | 0.9773+-0.0001 | 0.006200+-0.000026 | 0.000082+-0.000000 | 0.008821+-0.000013 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
-| q_unet | - | 15.7674+-0.0368 | 40.4338+-0.0368 | 0.9729+-0.0001 | 0.006958+-0.000083 | 0.000104+-0.000000 | 0.009923+-0.000010 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| QUNet | - | 15.7674+-0.0368 | 40.4338+-0.0368 | 0.9729+-0.0001 | 0.006958+-0.000083 | 0.000104+-0.000000 | 0.009923+-0.000010 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 | ResUNet | - | 14.9234+-0.0476 | 39.5899+-0.0476 | 0.9694+-0.0005 | 0.007797+-0.000072 | 0.000125+-0.000001 | 0.010912+-0.000061 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
+| unet | 7.77 | 14.8942+-0.3700 | 39.5606+-0.3700 | 0.9680+-0.0025 | 0.007678+-0.000290 | 0.000126+-0.000010 | 0.010946+-0.000442 | 0.714249+-0.027722 | 3.1084+-0.3429 | 0.137881+-0.006947 | 17.3488+-0.4074 | 1.162586+-0.043836 | -0.9059+-0.2126 | 0.946346+-0.030802 | 0.7207+-0.2463 | 0.313958+-0.000000 | 93.2-135.68 | 0.201617+-0.008915 | 13.9814+-0.3693 | 0.055981+-0.000000 | 22.4-50.72 | 0.199791+-0.011595 | 14.0579+-0.4840 | 0.612267+-0.000000 | 50.72-93.2 | 0.124555+-0.004020 | 18.2060+-0.2511 | 0.017547+-0.000000 | 135.68-164 | 0.612459+-0.027187 | 4.3378+-0.3964 |
+| unet_L | 31.05 | 15.8185+-0.0527 | 40.4850+-0.0527 | 0.9729+-0.0003 | 0.006927+-0.000031 | 0.000103+-0.000001 | 0.009884+-0.000062 | 0.660273+-0.004102 | 3.7915+-0.0365 | 0.120375+-0.000898 | 18.4982+-0.0627 | 1.108190+-0.031093 | -0.5299+-0.1210 | 0.895929+-0.013935 | 1.1877+-0.0580 | 0.313958+-0.000000 | 93.2-135.68 | 0.183223+-0.001081 | 14.7858+-0.0493 | 0.055981+-0.000000 | 22.4-50.72 | 0.171641+-0.001295 | 15.3677+-0.0666 | 0.612267+-0.000000 | 50.72-93.2 | 0.115715+-0.001549 | 18.8158+-0.1154 | 0.017547+-0.000000 | 135.68-164 | 0.536604+-0.001010 | 5.4746+-0.0185 |
 | unet_plusplus | - | 16.1603+-0.0714 | 40.8267+-0.0714 | 0.9741+-0.0005 | 0.006662+-0.000060 | 0.000095+-0.000001 | 0.009487+-0.000040 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - |
 
 <!-- AUTO_RESULTS_DATA_BEGIN
@@ -657,6 +657,102 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             }
           },
           "atten_unet": {
+            "eb_wse_medium_40_70_ne": {
+              "mean": 0.877201,
+              "std": 0.013612
+            },
+            "eb_wse_medium_40_70_snr": {
+              "mean": 1.261583,
+              "std": 0.091812
+            },
+            "eb_wse_strong_70_100_ne": {
+              "mean": 0.183302,
+              "std": 0.002576
+            },
+            "eb_wse_strong_70_100_snr": {
+              "mean": 14.818553,
+              "std": 0.10355
+            },
+            "eb_wse_very_weak_5_20_ne": {
+              "mean": 1.208193,
+              "std": 0.056045
+            },
+            "eb_wse_very_weak_5_20_snr": {
+              "mean": -1.211569,
+              "std": 0.198719
+            },
+            "eb_wse_weak_20_40_ne": {
+              "mean": 1.048117,
+              "std": 0.025011
+            },
+            "eb_wse_weak_20_40_snr": {
+              "mean": -0.20391,
+              "std": 0.113961
+            },
+            "fb_fre_high_energy_ratio": {
+              "mean": 0.313958,
+              "std": 0.0
+            },
+            "fb_fre_high_frequency_range_hz": [
+              93.2,
+              135.68
+            ],
+            "fb_fre_high_ne": {
+              "mean": 0.256986,
+              "std": 0.002946
+            },
+            "fb_fre_high_snr": {
+              "mean": 11.843199,
+              "std": 0.088558
+            },
+            "fb_fre_low_energy_ratio": {
+              "mean": 0.055981,
+              "std": 0.0
+            },
+            "fb_fre_low_frequency_range_hz": [
+              22.4,
+              50.72
+            ],
+            "fb_fre_low_ne": {
+              "mean": 0.246047,
+              "std": 0.004483
+            },
+            "fb_fre_low_snr": {
+              "mean": 12.224586,
+              "std": 0.149676
+            },
+            "fb_fre_mid_energy_ratio": {
+              "mean": 0.612267,
+              "std": 0.0
+            },
+            "fb_fre_mid_frequency_range_hz": [
+              50.72,
+              93.2
+            ],
+            "fb_fre_mid_ne": {
+              "mean": 0.165477,
+              "std": 0.001621
+            },
+            "fb_fre_mid_snr": {
+              "mean": 15.69499,
+              "std": 0.069254
+            },
+            "fb_fre_very_high_energy_ratio": {
+              "mean": 0.017547,
+              "std": 0.0
+            },
+            "fb_fre_very_high_frequency_range_hz": [
+              135.68,
+              164.0
+            ],
+            "fb_fre_very_high_ne": {
+              "mean": 0.758715,
+              "std": 0.01027
+            },
+            "fb_fre_very_high_snr": {
+              "mean": 2.440253,
+              "std": 0.109706
+            },
             "mae": {
               "mean": 0.009551,
               "std": 6.8e-05
@@ -1154,38 +1250,38 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
           }
         }
       },
-      "5": {
+      "neg5": {
         "raw": {
           "eb_wse_medium_40_70_ne": {
-            "mean": 2.258262,
-            "std": 0.000627
+            "mean": 7.141253,
+            "std": 0.001983
           },
           "eb_wse_medium_40_70_snr": {
-            "mean": -6.496317,
+            "mean": -16.496317,
             "std": 0.003683
           },
           "eb_wse_strong_70_100_ne": {
-            "mean": 0.283069,
-            "std": 4.6e-05
+            "mean": 0.895143,
+            "std": 0.000147
           },
           "eb_wse_strong_70_100_snr": {
-            "mean": 10.964896,
+            "mean": 0.964896,
             "std": 0.001395
           },
           "eb_wse_very_weak_5_20_ne": {
-            "mean": 6.193806,
-            "std": 0.00054
+            "mean": 19.586534,
+            "std": 0.001707
           },
           "eb_wse_very_weak_5_20_snr": {
-            "mean": -15.212093,
+            "mean": -25.212093,
             "std": 0.000572
           },
           "eb_wse_weak_20_40_ne": {
-            "mean": 3.918897,
-            "std": 0.001408
+            "mean": 12.39264,
+            "std": 0.004453
           },
           "eb_wse_weak_20_40_snr": {
-            "mean": -11.248244,
+            "mean": -21.248244,
             "std": 0.003373
           },
           "fb_fre_high_energy_ratio": {
@@ -1197,11 +1293,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             135.68
           ],
           "fb_fre_high_ne": {
-            "mean": 0.41584,
-            "std": 0.00014
+            "mean": 1.315003,
+            "std": 0.000442
           },
           "fb_fre_high_snr": {
-            "mean": 7.642107,
+            "mean": -2.357893,
             "std": 0.002849
           },
           "fb_fre_low_energy_ratio": {
@@ -1213,11 +1309,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             50.72
           ],
           "fb_fre_low_ne": {
-            "mean": 0.825487,
-            "std": 0.00028
+            "mean": 2.610419,
+            "std": 0.000886
           },
           "fb_fre_low_snr": {
-            "mean": 1.721937,
+            "mean": -8.278063,
             "std": 0.002774
           },
           "fb_fre_mid_energy_ratio": {
@@ -1229,11 +1325,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             93.2
           ],
           "fb_fre_mid_ne": {
-            "mean": 0.296201,
-            "std": 8.2e-05
+            "mean": 0.93667,
+            "std": 0.000259
           },
           "fb_fre_mid_snr": {
-            "mean": 10.570756,
+            "mean": 0.570756,
             "std": 0.002389
           },
           "fb_fre_very_high_energy_ratio": {
@@ -1245,71 +1341,71 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             164.0
           ],
           "fb_fre_very_high_ne": {
-            "mean": 1.489008,
-            "std": 0.000362
+            "mean": 4.708656,
+            "std": 0.001143
           },
           "fb_fre_very_high_snr": {
-            "mean": -3.325039,
+            "mean": -13.325039,
             "std": 0.001764
           },
           "mae": {
-            "mean": 0.027698,
-            "std": 5e-06
+            "mean": 0.08759,
+            "std": 1.8e-05
           },
           "mse": {
-            "mean": 0.001274,
-            "std": 0.0
+            "mean": 0.012742,
+            "std": 4e-06
           },
           "psnr": {
-            "mean": 29.6663,
+            "mean": 19.6663,
             "std": 0.001451
           },
           "rmse": {
-            "mean": 0.034713,
-            "std": 6e-06
+            "mean": 0.109772,
+            "std": 1.9e-05
           },
           "snr": {
-            "mean": 4.999867,
+            "mean": -5.000133,
             "std": 0.001466
           },
           "ssim": {
-            "mean": 0.7411,
-            "std": 8.2e-05
+            "mean": 0.245167,
+            "std": 9.4e-05
           }
         },
         "models": {
           "unet": {
             "eb_wse_medium_40_70_ne": {
-              "mean": 0.719111,
-              "std": 0.034267
+              "mean": 0.997867,
+              "std": 0.006434
             },
             "eb_wse_medium_40_70_snr": {
-              "mean": 3.042428,
-              "std": 0.427107
+              "mean": 0.120257,
+              "std": 0.043505
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.138693,
-              "std": 0.008213
+              "mean": 0.249041,
+              "std": 0.006049
             },
             "eb_wse_strong_70_100_snr": {
-              "mean": 17.296378,
-              "std": 0.482315
+              "mean": 12.118604,
+              "std": 0.208365
             },
             "eb_wse_very_weak_5_20_ne": {
-              "mean": 1.155559,
-              "std": 0.043804
+              "mean": 1.208666,
+              "std": 0.010888
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -0.876928,
-              "std": 0.221197
+              "mean": -1.138127,
+              "std": 0.05783
             },
             "eb_wse_weak_20_40_ne": {
-              "mean": 0.946052,
-              "std": 0.031838
+              "mean": 1.100664,
+              "std": 0.005527
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": 0.705192,
-              "std": 0.267645
+              "mean": -0.596079,
+              "std": 0.01454
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -1320,12 +1416,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.202695,
-              "std": 0.010466
+              "mean": 0.329679,
+              "std": 0.005297
             },
             "fb_fre_high_snr": {
-              "mean": 13.932034,
-              "std": 0.432081
+              "mean": 9.671731,
+              "std": 0.133962
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -1336,12 +1432,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.200621,
-              "std": 0.014106
+              "mean": 0.307776,
+              "std": 0.011565
             },
             "fb_fre_low_snr": {
-              "mean": 14.024255,
-              "std": 0.591799
+              "mean": 10.276456,
+              "std": 0.326172
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -1352,12 +1448,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.125452,
-              "std": 0.005385
+              "mean": 0.220385,
+              "std": 0.004948
             },
             "fb_fre_mid_snr": {
-              "mean": 18.144344,
-              "std": 0.342298
+              "mean": 13.180501,
+              "std": 0.195396
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -1368,226 +1464,322 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.615859,
-              "std": 0.031597
+              "mean": 0.892844,
+              "std": 0.010447
             },
             "fb_fre_very_high_snr": {
-              "mean": 4.288863,
-              "std": 0.45974
+              "mean": 1.004469,
+              "std": 0.102079
             },
             "mae": {
-              "mean": 0.00773,
-              "std": 0.000361
+              "mean": 0.011759,
+              "std": 0.000136
             },
             "mse": {
-              "mean": 0.000128,
-              "std": 1.2e-05
+              "mean": 0.000335,
+              "std": 1.1e-05
             },
             "psnr": {
-              "mean": 39.510333,
-              "std": 0.442005
+              "mean": 35.385967,
+              "std": 0.156306
             },
             "rmse": {
-              "mean": 0.011019,
-              "std": 0.00054
+              "mean": 0.017824,
+              "std": 0.000299
             },
             "snr": {
-              "mean": 14.8439,
-              "std": 0.44199
+              "mean": 10.719533,
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@@ -1598,12 +1790,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.161336,
-              "std": 0.000307
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             },
             "fb_fre_low_energy_ratio": {
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@@ -1614,12 +1806,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
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-              "std": 0.000278
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             "fb_fre_mid_energy_ratio": {
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@@ -1630,12 +1822,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
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-              "std": 0.000151
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@@ -1646,96 +1838,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
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-              "std": 0.001491
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@@ -1746,12 +1938,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_high_ne": {
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-              "std": 0.005307
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@@ -1762,12 +1954,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
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-              "std": 0.008396
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             "fb_fre_mid_energy_ratio": {
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@@ -1778,12 +1970,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "std": 0.002769
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@@ -1794,96 +1986,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "eb_wse_weak_20_40_snr": {
-              "mean": 1.205066,
-              "std": 0.025467
+              "mean": -0.521568,
+              "std": 0.032513
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -1894,12 +2086,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.182999,
-              "std": 0.001391
+              "mean": 0.324949,
+              "std": 0.00143
             },
             "fb_fre_high_snr": {
-              "mean": 14.788719,
-              "std": 0.064138
+              "mean": 9.794164,
+              "std": 0.03877
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -1910,12 +2102,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.169928,
-              "std": 0.002559
+              "mean": 0.291491,
+              "std": 0.001644
             },
             "fb_fre_low_snr": {
-              "mean": 15.450782,
-              "std": 0.129461
+              "mean": 10.742814,
+              "std": 0.052441
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -1926,12 +2118,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.115449,
-              "std": 0.001844
+              "mean": 0.217702,
+              "std": 0.000787
             },
             "fb_fre_mid_snr": {
-              "mean": 18.82953,
-              "std": 0.135958
+              "mean": 13.288513,
+              "std": 0.02964
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -1942,72 +2134,72 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.533627,
-              "std": 0.002475
+              "mean": 0.879833,
+              "std": 0.002887
             },
             "fb_fre_very_high_snr": {
-              "mean": 5.524826,
-              "std": 0.038312
+              "mean": 1.135345,
+              "std": 0.029226
             },
             "mae": {
-              "mean": 0.006915,
-              "std": 5.2e-05
+              "mean": 0.011584,
+              "std": 2e-05
             },
             "mse": {
-              "mean": 0.000103,
+              "mean": 0.000325,
               "std": 2e-06
             },
             "psnr": {
-              "mean": 40.515,
-              "std": 0.070545
+              "mean": 35.531733,
+              "std": 0.033877
             },
             "rmse": {
-              "mean": 0.009869,
-              "std": 8.3e-05
+              "mean": 0.017549,
+              "std": 6.7e-05
             },
             "snr": {
-              "mean": 15.848533,
-              "std": 0.070571
+              "mean": 10.865233,
+              "std": 0.033877
             },
             "ssim": {
-              "mean": 0.972967,
-              "std": 0.000634
+              "mean": 0.9276,
+              "std": 0.000327
             }
           }
         }
       },
-      "neg5": {
+      "5": {
         "raw": {
           "eb_wse_medium_40_70_ne": {
-            "mean": 7.141253,
-            "std": 0.001983
-          },
+            "mean": 2.258262,
+            "std": 0.000627
+          },
           "eb_wse_medium_40_70_snr": {
-            "mean": -16.496317,
+            "mean": -6.496317,
             "std": 0.003683
           },
           "eb_wse_strong_70_100_ne": {
-            "mean": 0.895143,
-            "std": 0.000147
+            "mean": 0.283069,
+            "std": 4.6e-05
           },
           "eb_wse_strong_70_100_snr": {
-            "mean": 0.964896,
+            "mean": 10.964896,
             "std": 0.001395
           },
           "eb_wse_very_weak_5_20_ne": {
-            "mean": 19.586534,
-            "std": 0.001707
+            "mean": 6.193806,
+            "std": 0.00054
           },
           "eb_wse_very_weak_5_20_snr": {
-            "mean": -25.212093,
+            "mean": -15.212093,
             "std": 0.000572
           },
           "eb_wse_weak_20_40_ne": {
-            "mean": 12.39264,
-            "std": 0.004453
+            "mean": 3.918897,
+            "std": 0.001408
           },
           "eb_wse_weak_20_40_snr": {
-            "mean": -21.248244,
+            "mean": -11.248244,
             "std": 0.003373
           },
           "fb_fre_high_energy_ratio": {
@@ -2019,11 +2211,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             135.68
           ],
           "fb_fre_high_ne": {
-            "mean": 1.315003,
-            "std": 0.000442
+            "mean": 0.41584,
+            "std": 0.00014
           },
           "fb_fre_high_snr": {
-            "mean": -2.357893,
+            "mean": 7.642107,
             "std": 0.002849
           },
           "fb_fre_low_energy_ratio": {
@@ -2035,11 +2227,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             50.72
           ],
           "fb_fre_low_ne": {
-            "mean": 2.610419,
-            "std": 0.000886
+            "mean": 0.825487,
+            "std": 0.00028
           },
           "fb_fre_low_snr": {
-            "mean": -8.278063,
+            "mean": 1.721937,
             "std": 0.002774
           },
           "fb_fre_mid_energy_ratio": {
@@ -2051,11 +2243,11 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             93.2
           ],
           "fb_fre_mid_ne": {
-            "mean": 0.93667,
-            "std": 0.000259
+            "mean": 0.296201,
+            "std": 8.2e-05
           },
           "fb_fre_mid_snr": {
-            "mean": 0.570756,
+            "mean": 10.570756,
             "std": 0.002389
           },
           "fb_fre_very_high_energy_ratio": {
@@ -2067,71 +2259,71 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
             164.0
           ],
           "fb_fre_very_high_ne": {
-            "mean": 4.708656,
-            "std": 0.001143
+            "mean": 1.489008,
+            "std": 0.000362
           },
           "fb_fre_very_high_snr": {
-            "mean": -13.325039,
+            "mean": -3.325039,
             "std": 0.001764
           },
           "mae": {
-            "mean": 0.08759,
-            "std": 1.8e-05
+            "mean": 0.027698,
+            "std": 5e-06
           },
           "mse": {
-            "mean": 0.012742,
-            "std": 4e-06
+            "mean": 0.001274,
+            "std": 0.0
           },
           "psnr": {
-            "mean": 19.6663,
+            "mean": 29.6663,
             "std": 0.001451
           },
           "rmse": {
-            "mean": 0.109772,
-            "std": 1.9e-05
+            "mean": 0.034713,
+            "std": 6e-06
           },
           "snr": {
-            "mean": -5.000167,
-            "std": 0.001497
+            "mean": 4.999867,
+            "std": 0.001466
           },
           "ssim": {
-            "mean": 0.245167,
-            "std": 9.4e-05
+            "mean": 0.7411,
+            "std": 8.2e-05
           }
         },
         "models": {
           "unet": {
             "eb_wse_medium_40_70_ne": {
-              "mean": 0.997867,
-              "std": 0.006434
+              "mean": 0.719111,
+              "std": 0.034267
             },
             "eb_wse_medium_40_70_snr": {
-              "mean": 0.120257,
-              "std": 0.043505
+              "mean": 3.042428,
+              "std": 0.427107
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.249041,
-              "std": 0.006049
+              "mean": 0.138693,
+              "std": 0.008213
             },
             "eb_wse_strong_70_100_snr": {
-              "mean": 12.118604,
-              "std": 0.208365
+              "mean": 17.296378,
+              "std": 0.482315
             },
             "eb_wse_very_weak_5_20_ne": {
-              "mean": 1.208666,
-              "std": 0.010888
+              "mean": 1.155559,
+              "std": 0.043804
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.138127,
-              "std": 0.05783
+              "mean": -0.876928,
+              "std": 0.221197
             },
             "eb_wse_weak_20_40_ne": {
-              "mean": 1.100664,
-              "std": 0.005527
+              "mean": 0.946052,
+              "std": 0.031838
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -0.596079,
-              "std": 0.01454
+              "mean": 0.705192,
+              "std": 0.267645
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -2142,12 +2334,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.329679,
-              "std": 0.005297
+              "mean": 0.202695,
+              "std": 0.010466
             },
             "fb_fre_high_snr": {
-              "mean": 9.671731,
-              "std": 0.133962
+              "mean": 13.932034,
+              "std": 0.432081
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -2158,12 +2350,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.307776,
-              "std": 0.011565
+              "mean": 0.200621,
+              "std": 0.014106
             },
             "fb_fre_low_snr": {
-              "mean": 10.276456,
-              "std": 0.326172
+              "mean": 14.024255,
+              "std": 0.591799
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -2174,12 +2366,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.220385,
-              "std": 0.004948
+              "mean": 0.125452,
+              "std": 0.005385
             },
             "fb_fre_mid_snr": {
-              "mean": 13.180501,
-              "std": 0.195396
+              "mean": 18.144344,
+              "std": 0.342298
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -2190,226 +2382,148 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.892844,
-              "std": 0.010447
+              "mean": 0.615859,
+              "std": 0.031597
             },
             "fb_fre_very_high_snr": {
-              "mean": 1.004469,
-              "std": 0.102079
+              "mean": 4.288863,
+              "std": 0.45974
             },
             "mae": {
-              "mean": 0.011759,
-              "std": 0.000136
+              "mean": 0.00773,
+              "std": 0.000361
             },
             "mse": {
-              "mean": 0.000335,
-              "std": 1.1e-05
+              "mean": 0.000128,
+              "std": 1.2e-05
             },
             "psnr": {
-              "mean": 35.385967,
-              "std": 0.156306
+              "mean": 39.510333,
+              "std": 0.442005
             },
             "rmse": {
-              "mean": 0.017824,
-              "std": 0.000299
+              "mean": 0.011019,
+              "std": 0.00054
             },
             "snr": {
-              "mean": 10.719533,
-              "std": 0.156259
+              "mean": 14.8439,
+              "std": 0.44199
             },
             "ssim": {
-              "mean": 0.9259,
-              "std": 0.001846
+              "mean": 0.967567,
+              "std": 0.003287
             }
           },
           "q_unet": {
             "mae": {
-              "mean": 0.011366,
-              "std": 0.000284
+              "mean": 0.006853,
+              "std": 7.5e-05
             },
             "mse": {
-              "mean": 0.000314,
-              "std": 1.7e-05
+              "mean": 0.000101,
+              "std": 3e-06
             },
             "psnr": {
-              "mean": 35.6798,
-              "std": 0.206101
+              "mean": 40.566467,
+              "std": 0.150004
             },
             "rmse": {
-              "mean": 0.01725,
-              "std": 0.000447
+              "mean": 0.009793,
+              "std": 0.000167
             },
             "snr": {
-              "mean": 11.013333,
-              "std": 0.206081
+              "mean": 15.900067,
+              "std": 0.150004
             },
             "ssim": {
-              "mean": 0.929233,
-              "std": 0.002805
+              "mean": 0.973333,
+              "std": 0.000873
             }
           },
           "dncnn": {
             "mae": {
-              "mean": 0.011706,
-              "std": 1.9e-05
+              "mean": 0.006463,
+              "std": 4e-05
             },
             "mse": {
-              "mean": 0.000301,
-              "std": 0.0
+              "mean": 8.5e-05,
+              "std": 1e-06
             },
             "psnr": {
-              "mean": 35.9709,
-              "std": 0.021061
+              "mean": 41.414567,
+              "std": 0.049195
             },
             "rmse": {
-              "mean": 0.016818,
-              "std": 9e-06
+              "mean": 0.008953,
+              "std": 4.1e-05
             },
             "snr": {
-              "mean": 11.304433,
-              "std": 0.021025
+              "mean": 16.748133,
+              "std": 0.049164
             },
             "ssim": {
-              "mean": 0.9268,
-              "std": 0.000163
+              "mean": 0.975833,
+              "std": 0.000249
             }
           },
           "res_unet": {
             "mae": {
-              "mean": 0.012144,
-              "std": 9.6e-05
+              "mean": 0.007797,
+              "std": 7.2e-05
             },
             "mse": {
-              "mean": 0.000351,
-              "std": 1.1e-05
+              "mean": 0.000125,
+              "std": 1e-06
             },
             "psnr": {
-              "mean": 35.171367,
-              "std": 0.115607
+              "mean": 39.590267,
+              "std": 0.049541
             },
             "rmse": {
-              "mean": 0.018243,
-              "std": 0.000275
+              "mean": 0.010913,
+              "std": 6.2e-05
             },
             "snr": {
-              "mean": 10.5049,
-              "std": 0.115627
+              "mean": 14.923833,
+              "std": 0.049583
             },
             "ssim": {
-              "mean": 0.923933,
-              "std": 0.001613
+              "mean": 0.969367,
+              "std": 0.000525
             }
           },
           "atten_unet": {
-            "mae": {
-              "mean": 0.011651,
-              "std": 6.2e-05
+            "eb_wse_medium_40_70_ne": {
+              "mean": 0.714476,
+              "std": 0.019492
             },
-            "mse": {
-              "mean": 0.000332,
-              "std": 4e-06
+            "eb_wse_medium_40_70_snr": {
+              "mean": 3.087329,
+              "std": 0.201117
             },
-            "psnr": {
-              "mean": 35.430467,
-              "std": 0.035755
+            "eb_wse_strong_70_100_ne": {
+              "mean": 0.137611,
+              "std": 0.004234
             },
-            "rmse": {
-              "mean": 0.017748,
-              "std": 8.8e-05
+            "eb_wse_strong_70_100_snr": {
+              "mean": 17.37563,
+              "std": 0.238956
             },
-            "snr": {
-              "mean": 10.764067,
-              "std": 0.035755
-            },
-            "ssim": {
-              "mean": 0.926433,
-              "std": 0.000411
-            }
-          },
-          "unet_plusplus": {
-            "mae": {
-              "mean": 0.011459,
-              "std": 0.000146
-            },
-            "mse": {
-              "mean": 0.000313,
-              "std": 7e-06
-            },
-            "psnr": {
-              "mean": 35.710933,
-              "std": 0.13676
-            },
-            "rmse": {
-              "mean": 0.017203,
-              "std": 0.000217
-            },
-            "snr": {
-              "mean": 11.0445,
-              "std": 0.136745
-            },
-            "ssim": {
-              "mean": 0.9285,
-              "std": 0.001903
-            }
-          },
-          "ffcnn": {
-            "mae": {
-              "mean": 0.010613,
-              "std": 3.5e-05
-            },
-            "mse": {
-              "mean": 0.000257,
-              "std": 1e-06
-            },
-            "psnr": {
-              "mean": 36.700833,
-              "std": 0.019047
-            },
-            "rmse": {
-              "mean": 0.015509,
-              "std": 2.8e-05
-            },
-            "snr": {
-              "mean": 12.0344,
-              "std": 0.019077
-            },
-            "ssim": {
-              "mean": 0.937833,
-              "std": 0.000125
-            }
-          },
-          "SCRN": {
-            "eb_wse_medium_40_70_ne": {
-              "mean": 0.931359,
-              "std": 0.001006
-            },
-            "eb_wse_medium_40_70_snr": {
-              "mean": 0.651533,
-              "std": 0.007744
-            },
-            "eb_wse_strong_70_100_ne": {
-              "mean": 0.205011,
-              "std": 8.1e-05
-            },
-            "eb_wse_strong_70_100_snr": {
-              "mean": 13.785593,
-              "std": 0.003797
-            },
-            "eb_wse_very_weak_5_20_ne": {
-              "mean": 1.172032,
-              "std": 0.005367
+            "eb_wse_very_weak_5_20_ne": {
+              "mean": 1.153636,
+              "std": 0.052686
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.176532,
-              "std": 0.045943
+              "mean": -0.816266,
+              "std": 0.242681
             },
             "eb_wse_weak_20_40_ne": {
-              "mean": 1.043972,
-              "std": 0.001522
+              "mean": 0.942364,
+              "std": 0.029417
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -0.292816,
-              "std": 0.014681
+              "mean": 0.743522,
+              "std": 0.201517
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -2420,12 +2534,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.282929,
-              "std": 0.000294
+              "mean": 0.199831,
+              "std": 0.005196
             },
             "fb_fre_high_snr": {
-              "mean": 10.990452,
-              "std": 0.009183
+              "mean": 14.060391,
+              "std": 0.199171
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -2436,12 +2550,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.256591,
-              "std": 0.001066
+              "mean": 0.204458,
+              "std": 0.006843
             },
             "fb_fre_low_snr": {
-              "mean": 11.850064,
-              "std": 0.036363
+              "mean": 13.847728,
+              "std": 0.286675
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -2452,12 +2566,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.201148,
-              "std": 0.000283
+              "mean": 0.125462,
+              "std": 0.003045
             },
             "fb_fre_mid_snr": {
-              "mean": 13.956995,
-              "std": 0.011591
+              "mean": 18.157493,
+              "std": 0.180962
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -2468,96 +2582,122 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.752315,
-              "std": 0.001989
+              "mean": 0.607072,
+              "std": 0.019445
             },
             "fb_fre_very_high_snr": {
-              "mean": 2.514569,
-              "std": 0.022571
+              "mean": 4.404449,
+              "std": 0.268462
             },
             "mae": {
-              "mean": 0.010733,
-              "std": 2.7e-05
+              "mean": 0.007652,
+              "std": 0.000174
             },
             "mse": {
-              "mean": 0.000261,
+              "mean": 0.000125,
+              "std": 6e-06
+            },
+            "psnr": {
+              "mean": 39.559933,
+              "std": 0.228716
+            },
+            "rmse": {
+              "mean": 0.010927,
+              "std": 0.000255
+            },
+            "snr": {
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+              "std": 0.22871
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@@ -2568,12 +2708,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
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-              "mean": 0.331128,
-              "std": 0.003162
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@@ -2584,12 +2724,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
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-              "std": 0.005387
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@@ -2600,12 +2740,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
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-              "std": 0.001655
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@@ -2616,96 +2756,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "std": 0.014851
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-              "std": 6.2e-05
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@@ -2716,12 +2856,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "mean": 0.324949,
-              "std": 0.00143
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-              "std": 0.03877
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@@ -2732,12 +2872,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "mean": 0.291491,
-              "std": 0.001644
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-              "std": 0.052441
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+              "std": 0.284775
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@@ -2748,12 +2888,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "mean": 0.217702,
-              "std": 0.000787
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-              "std": 0.02964
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@@ -2764,198 +2904,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "mean": 0.879833,
-              "std": 0.002887
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-              "std": 2e-05
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-              "std": 2e-06
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-              "std": 0.033877
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+              "std": 0.233067
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-              "std": 6.7e-05
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-              "std": 0.00474
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+              "std": 0.003585
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             "eb_wse_strong_70_100_snr": {
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-              "std": 0.208881
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             "eb_wse_very_weak_5_20_ne": {
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-              "std": 0.108947
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             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.226119,
-              "std": 0.185044
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-              "mean": 1.09696,
-              "std": 0.076684
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-              "std": 0.206486
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             "fb_fre_high_energy_ratio": {
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@@ -2966,12 +3004,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_high_ne": {
-              "mean": 0.259716,
-              "std": 0.006453
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+              "std": 0.001391
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             "fb_fre_high_snr": {
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-              "std": 0.194454
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+              "std": 0.064138
             },
             "fb_fre_low_energy_ratio": {
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@@ -2982,12 +3020,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_low_ne": {
-              "mean": 0.24654,
-              "std": 0.008972
+              "mean": 0.169928,
+              "std": 0.002559
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-              "std": 0.30477
+              "mean": 15.450782,
+              "std": 0.129461
             },
             "fb_fre_mid_energy_ratio": {
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@@ -2998,12 +3036,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_mid_ne": {
-              "mean": 0.166748,
-              "std": 0.002049
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+              "std": 0.001844
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-              "std": 0.091196
+              "mean": 18.82953,
+              "std": 0.135958
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             "fb_fre_very_high_energy_ratio": {
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@@ -3014,226 +3052,198 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "mean": 0.771592,
-              "std": 0.02761
+              "mean": 0.533627,
+              "std": 0.002475
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-              "std": 0.251102
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-              "std": 0.000176
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-              "std": 8e-06
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-              "std": 0.192364
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-              "std": 0.000269
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-            "snr": {
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-              "std": 0.192343
+              "mean": 5.524826,
+              "std": 0.038312
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-            "ssim": {
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-              "std": 0.00198
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-          "q_unet": {
             "mae": {
-              "mean": 0.009284,
-              "std": 4e-06
+              "mean": 0.006915,
+              "std": 5.2e-05
             },
             "mse": {
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               "std": 2e-06
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             "psnr": {
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-              "std": 0.06198
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@@ -3244,12 +3254,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
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-              "std": 0.000193
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@@ -3260,12 +3270,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
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-              "std": 0.000921
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@@ -3276,12 +3286,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
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@@ -3292,96 +3302,148 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "std": 0.010385
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-              "std": 0.038753
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             "eb_wse_very_weak_5_20_snr": {
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-              "std": 0.104941
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-              "std": 0.019148
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-              "std": 0.062175
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             "fb_fre_high_energy_ratio": {
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@@ -3392,12 +3454,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
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             "fb_fre_high_ne": {
-              "mean": 0.26253,
-              "std": 0.001369
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-              "std": 0.029109
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+              "std": 0.106711
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             "fb_fre_low_energy_ratio": {
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@@ -3408,12 +3470,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
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-              "mean": 0.267673,
-              "std": 0.001093
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-              "std": 0.02214
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@@ -3424,12 +3486,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
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             "fb_fre_mid_ne": {
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-              "std": 0.000317
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@@ -3440,70 +3502,122 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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               "std": 1e-06
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-              "std": 0.054066
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             },
             "fb_fre_high_energy_ratio": {
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@@ -3514,12 +3628,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             ],
             "fb_fre_high_ne": {
-              "mean": 0.248455,
-              "std": 0.001821
+              "mean": 0.216062,
+              "std": 0.000193
             },
             "fb_fre_high_snr": {
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-              "std": 0.060238
+              "mean": 13.331788,
+              "std": 0.005999
             },
             "fb_fre_low_energy_ratio": {
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@@ -3530,12 +3644,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.224964,
-              "std": 0.001955
+              "mean": 0.195606,
+              "std": 0.000921
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-              "std": 0.075289
+              "mean": 14.207699,
+              "std": 0.036201
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -3546,12 +3660,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.162174,
-              "std": 0.000484
+              "mean": 0.1488,
+              "std": 0.0002
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             "fb_fre_mid_snr": {
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-              "std": 0.020413
+              "mean": 16.582041,
+              "std": 0.009507
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -3562,196 +3676,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.720601,
-              "std": 0.014972
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+              "std": 0.0009
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-              "std": 0.174479
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-              "std": 6.5e-05
+              "mean": 0.008319,
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             "mse": {
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-              "std": 2e-06
+              "mean": 0.000149,
+              "std": 0.0
             },
             "psnr": {
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-              "std": 0.070918
+              "mean": 39.0494,
+              "std": 0.007999
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             "rmse": {
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-              "std": 9.4e-05
+              "mean": 0.011838,
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-              "std": 0.070918
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             "ssim": {
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-              "std": 0.000262
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+              "std": 4.7e-05
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-            "std": 0.0
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-              "std": 0.027722
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-              "std": 0.342941
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-              "std": 0.006947
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-              "std": 0.407352
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             "eb_wse_very_weak_5_20_ne": {
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-              "std": 0.043836
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             "eb_wse_very_weak_5_20_snr": {
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-              "std": 0.212555
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+              "std": 0.104941
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-              "std": 0.030802
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-              "std": 0.24631
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+              "std": 0.062175
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             "fb_fre_high_energy_ratio": {
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@@ -3762,12 +3776,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_high_ne": {
-              "mean": 0.201617,
-              "std": 0.008915
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+              "std": 0.001369
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-              "std": 0.369311
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+              "std": 0.029109
             },
             "fb_fre_low_energy_ratio": {
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@@ -3778,12 +3792,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_low_ne": {
-              "mean": 0.199791,
-              "std": 0.011595
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-              "std": 0.483955
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             "fb_fre_mid_energy_ratio": {
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@@ -3794,12 +3808,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_mid_ne": {
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-              "std": 0.00402
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-              "std": 0.251107
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@@ -3810,226 +3824,692 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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-              "std": 0.027187
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+              "std": 0.007223
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-              "std": 0.396366
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-              "std": 1e-05
+              "mean": 0.000214,
+              "std": 1e-06
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-              "std": 0.370029
+              "mean": 37.031933,
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             "rmse": {
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-              "std": 0.000442
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-              "std": 0.370029
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             "ssim": {
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-              "std": 0.002531
+              "mean": 0.9416,
+              "std": 0.001417
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           },
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-              "mean": 0.006958,
-              "std": 8.3e-05
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+            "fb_fre_high_energy_ratio": {
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@@ -4040,12 +4520,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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@@ -4056,12 +4536,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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@@ -4072,12 +4552,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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@@ -4088,96 +4568,218 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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@@ -4188,12 +4790,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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@@ -4204,12 +4806,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
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             "fb_fre_low_ne": {
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-              "std": 0.143547
+              "mean": 10.794678,
+              "std": 0.15565
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -4220,12 +4822,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
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             "fb_fre_mid_ne": {
-              "mean": 0.132462,
-              "std": 0.001511
+              "mean": 0.219063,
+              "std": 0.001876
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-              "std": 0.069968
+              "mean": 13.229967,
+              "std": 0.075284
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -4236,70 +4838,196 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.668533,
-              "std": 0.012288
+              "mean": 0.868105,
+              "std": 0.006258
             },
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-              "std": 0.060571
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-              "std": 9.1e-05
+              "mean": 0.011547,
+              "std": 3.9e-05
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             "mse": {
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-              "std": 2e-06
+              "mean": 0.000322,
+              "std": 3e-06
             },
             "psnr": {
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-              "std": 0.085844
+              "mean": 35.594333,
+              "std": 0.048548
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             "rmse": {
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-              "std": 0.000104
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+              "std": 9.4e-05
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-              "std": 0.085844
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-              "std": 0.000236
+              "mean": 0.9276,
+              "std": 0.000638
             }
+          }
+        }
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+            "std": 0.000581
           },
-          "unet_L": {
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+            "std": 0.0
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+            "std": 3e-06
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-              "std": 0.004102
+              "mean": 0.714249,
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-              "std": 0.036546
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+              "std": 0.342941
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-              "std": 0.000898
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-              "std": 0.062733
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-              "mean": 1.10819,
-              "std": 0.031093
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+              "std": 0.043836
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             "eb_wse_very_weak_5_20_snr": {
-              "mean": -0.529866,
-              "std": 0.120971
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+              "std": 0.212555
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-              "std": 0.013935
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-              "mean": 1.187713,
-              "std": 0.057991
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+              "std": 0.24631
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             "fb_fre_high_energy_ratio": {
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@@ -4310,12 +5038,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.183223,
-              "std": 0.001081
+              "mean": 0.201617,
+              "std": 0.008915
             },
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-              "std": 0.049254
+              "mean": 13.981428,
+              "std": 0.369311
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             "fb_fre_low_energy_ratio": {
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@@ -4326,12 +5054,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.171641,
-              "std": 0.001295
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+              "std": 0.011595
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-              "std": 0.066594
+              "mean": 14.057862,
+              "std": 0.483955
             },
             "fb_fre_mid_energy_ratio": {
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@@ -4342,12 +5070,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.115715,
-              "std": 0.001549
+              "mean": 0.124555,
+              "std": 0.00402
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-              "std": 0.115441
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+              "std": 0.251107
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -4358,196 +5086,148 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
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-              "mean": 0.536604,
-              "std": 0.00101
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+              "std": 0.027187
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-              "std": 0.018511
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-              "std": 3.1e-05
+              "mean": 0.007678,
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             "mse": {
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-              "std": 1e-06
+              "mean": 0.000126,
+              "std": 1e-05
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             "psnr": {
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-              "std": 0.052677
+              "mean": 39.560633,
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             "rmse": {
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-              "std": 6.2e-05
+              "mean": 0.010946,
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-              "std": 0.05267
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             "ssim": {
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-              "std": 0.00033
+              "mean": 0.968,
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-            "std": 3e-06
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           },
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-            "std": 1.1e-05
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+              "std": 0.0
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           },
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-            "std": 0.000873
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+              "std": 7.2e-05
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+              "std": 1e-06
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+              "std": 0.047645
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+              "std": 0.000464
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           },
-          "ssim": {
-            "mean": 0.245233,
-            "std": 4.7e-05
-          }
-        },
-        "models": {
-          "unet": {
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             "eb_wse_medium_40_70_ne": {
-              "mean": 1.017308,
-              "std": 0.02962
+              "mean": 0.719303,
+              "std": 0.019091
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             "eb_wse_medium_40_70_snr": {
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-              "std": 0.100426
+              "mean": 3.096747,
+              "std": 0.190619
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.248659,
-              "std": 0.006539
+              "mean": 0.137268,
+              "std": 0.004106
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             "eb_wse_strong_70_100_snr": {
-              "mean": 12.139108,
-              "std": 0.219985
+              "mean": 17.406707,
+              "std": 0.225457
             },
             "eb_wse_very_weak_5_20_ne": {
-              "mean": 1.268583,
-              "std": 0.079916
+              "mean": 1.177993,
+              "std": 0.051667
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.255694,
-              "std": 0.126875
+              "mean": -0.850135,
+              "std": 0.238821
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             "eb_wse_weak_20_40_ne": {
-              "mean": 1.138946,
-              "std": 0.050646
+              "mean": 0.955511,
+              "std": 0.029984
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -0.679882,
-              "std": 0.088832
+              "mean": 0.731428,
+              "std": 0.188866
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -4558,12 +5238,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.329612,
-              "std": 0.006294
+              "mean": 0.199382,
+              "std": 0.005178
             },
             "fb_fre_high_snr": {
-              "mean": 9.68293,
-              "std": 0.152575
+              "mean": 14.085851,
+              "std": 0.192631
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -4574,12 +5254,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.308473,
-              "std": 0.01353
+              "mean": 0.204836,
+              "std": 0.007038
             },
             "fb_fre_low_snr": {
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-              "std": 0.376918
+              "mean": 13.838474,
+              "std": 0.292906
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -4590,12 +5270,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.220554,
-              "std": 0.004561
+              "mean": 0.12512,
+              "std": 0.00296
             },
             "fb_fre_mid_snr": {
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-              "std": 0.173653
+              "mean": 18.185285,
+              "std": 0.169071
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -4606,226 +5286,122 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
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             "fb_fre_very_high_ne": {
-              "mean": 0.898776,
-              "std": 0.018471
+              "mean": 0.603594,
+              "std": 0.018403
             },
             "fb_fre_very_high_snr": {
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-              "std": 0.15299
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-              "std": 9.3e-05
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-              "std": 0.078525
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-              "std": 0.000343
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-              "std": 0.166188
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-              "std": 7.6e-05
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-              "std": 7e-06
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-              "std": 0.00068
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-              "std": 0.000125
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+              "std": 6e-05
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-              "std": 6e-06
+              "mean": 9.5e-05,
+              "std": 1e-06
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-              "std": 0.094572
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-              "std": 0.000151
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-              "std": 0.094551
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-              "std": 0.00137
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+              "std": 0.000464
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-              "std": 3.2e-05
+              "mean": 0.0062,
+              "std": 2.6e-05
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               "std": 0.0
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-              "std": 0.014326
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+              "std": 0.015025
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-              "std": 1.6e-05
+              "mean": 0.008821,
+              "std": 1.3e-05
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-              "std": 0.014326
+              "mean": 16.8487,
+              "std": 0.015043
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-              "std": 0.000245
+              "mean": 0.9773,
+              "std": 8.2e-05
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           },
           "SCRN": {
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-              "mean": 0.932323,
-              "std": 0.002807
+              "mean": 0.597209,
+              "std": 0.001365
             },
             "eb_wse_medium_40_70_snr": {
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-              "std": 0.015736
+              "mean": 4.57518,
+              "std": 0.011829
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.204771,
-              "std": 0.000313
+              "mean": 0.0976,
+              "std": 7.1e-05
             },
             "eb_wse_strong_70_100_snr": {
-              "mean": 13.797477,
-              "std": 0.013356
+              "mean": 20.25879,
+              "std": 0.008723
             },
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-              "std": 0.008656
+              "mean": 1.01602,
+              "std": 0.004507
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.209691,
-              "std": 0.0524
+              "mean": 0.008559,
+              "std": 0.012242
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-              "std": 0.004888
+              "mean": 0.823323,
+              "std": 0.002485
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -0.297704,
-              "std": 0.019111
+              "mean": 1.782375,
+              "std": 0.009392
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -4836,12 +5412,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.282695,
-              "std": 3.4e-05
+              "mean": 0.160984,
+              "std": 0.000143
             },
             "fb_fre_high_snr": {
-              "mean": 10.999079,
-              "std": 0.001614
+              "mean": 15.882432,
+              "std": 0.004584
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -4852,12 +5428,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.258166,
-              "std": 0.001505
+              "mean": 0.143974,
+              "std": 0.000644
             },
             "fb_fre_low_snr": {
-              "mean": 11.79769,
-              "std": 0.053055
+              "mean": 16.870292,
+              "std": 0.041054
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -4868,12 +5444,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.200978,
-              "std": 0.000519
+              "mean": 0.105112,
+              "std": 0.000181
             },
             "fb_fre_mid_snr": {
-              "mean": 13.964721,
-              "std": 0.023851
+              "mean": 19.599385,
+              "std": 0.018554
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -4884,96 +5460,96 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.753133,
-              "std": 0.00129
+              "mean": 0.45272,
+              "std": 0.000549
             },
             "fb_fre_very_high_snr": {
-              "mean": 2.505326,
-              "std": 0.011618
+              "mean": 6.928221,
+              "std": 0.006324
             },
             "mae": {
-              "mean": 0.010745,
-              "std": 2.2e-05
+              "mean": 0.006135,
+              "std": 1.4e-05
             },
             "mse": {
-              "mean": 0.000261,
-              "std": 1e-06
+              "mean": 8e-05,
+              "std": 0.0
             },
             "psnr": {
-              "mean": 36.657433,
-              "std": 0.012968
+              "mean": 41.733033,
+              "std": 0.006907
             },
             "rmse": {
-              "mean": 0.015617,
-              "std": 1.8e-05
+              "mean": 0.008664,
+              "std": 1.1e-05
             },
             "snr": {
-              "mean": 11.991,
-              "std": 0.013015
+              "mean": 17.0666,
+              "std": 0.00693
             },
             "ssim": {
-              "mean": 0.935533,
-              "std": 0.00017
+              "mean": 0.977333,
+              "std": 4.7e-05
             }
           },
           "fbresnet": {
             "mae": {
-              "mean": 0.011722,
-              "std": 5.1e-05
+              "mean": 0.006877,
+              "std": 4.5e-05
             },
             "mse": {
-              "mean": 0.000326,
-              "std": 2e-06
+              "mean": 9.9e-05,
+              "std": 1e-06
             },
             "psnr": {
-              "mean": 35.523167,
-              "std": 0.048557
+              "mean": 40.709567,
+              "std": 0.041549
             },
             "rmse": {
-              "mean": 0.017549,
-              "std": 7.1e-05
+              "mean": 0.009657,
+              "std": 4.5e-05
             },
             "snr": {
-              "mean": 10.856733,
-              "std": 0.0486
+              "mean": 16.043133,
+              "std": 0.041547
             },
             "ssim": {
-              "mean": 0.923367,
-              "std": 0.000899
+              "mean": 0.972933,
+              "std": 0.000249
             }
           },
           "ddpm": {
             "eb_wse_medium_40_70_ne": {
-              "mean": 1.359538,
-              "std": 0.005749
+              "mean": 1.054117,
+              "std": 0.02434
             },
             "eb_wse_medium_40_70_snr": {
-              "mean": -0.685962,
-              "std": 0.045863
+              "mean": 2.380993,
+              "std": 0.031789
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.235958,
-              "std": 0.001554
+              "mean": 0.122036,
+              "std": 0.001159
             },
             "eb_wse_strong_70_100_snr": {
-              "mean": 12.639321,
-              "std": 0.055612
+              "mean": 18.604015,
+              "std": 0.055905
             },
             "eb_wse_very_weak_5_20_ne": {
-              "mean": 3.005283,
-              "std": 0.032889
+              "mean": 2.83357,
+              "std": 0.09797
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -5.45877,
-              "std": 0.138814
+              "mean": -4.772864,
+              "std": 0.140997
             },
             "eb_wse_weak_20_40_ne": {
-              "mean": 1.99924,
-              "std": 0.014108
+              "mean": 1.776251,
+              "std": 0.05473
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -2.927538,
-              "std": 0.089419
+              "mean": -1.42678,
+              "std": 0.08877
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -4984,12 +5560,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.327877,
-              "std": 0.002137
+              "mean": 0.20816,
+              "std": 0.002748
             },
             "fb_fre_high_snr": {
-              "mean": 9.889424,
-              "std": 0.051036
+              "mean": 14.071409,
+              "std": 0.068106
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -5000,12 +5576,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.319457,
-              "std": 0.004063
+              "mean": 0.227133,
+              "std": 0.004332
             },
             "fb_fre_low_snr": {
-              "mean": 10.064171,
-              "std": 0.113701
+              "mean": 13.252899,
+              "std": 0.143547
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -5016,12 +5592,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.233243,
-              "std": 0.001289
+              "mean": 0.132462,
+              "std": 0.001511
             },
             "fb_fre_mid_snr": {
-              "mean": 12.743307,
-              "std": 0.046321
+              "mean": 17.836681,
+              "std": 0.069968
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -5032,70 +5608,70 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.942511,
-              "std": 0.010999
+              "mean": 0.668533,
+              "std": 0.012288
             },
             "fb_fre_very_high_snr": {
-              "mean": 1.180099,
-              "std": 0.052806
+              "mean": 4.658001,
+              "std": 0.060571
             },
             "mae": {
-              "mean": 0.012995,
-              "std": 9.8e-05
+              "mean": 0.008738,
+              "std": 9.1e-05
             },
             "mse": {
-              "mean": 0.00034,
-              "std": 5e-06
+              "mean": 0.000132,
+              "std": 2e-06
             },
             "psnr": {
-              "mean": 35.095633,
-              "std": 0.060394
+              "mean": 39.0217,
+              "std": 0.085844
             },
             "rmse": {
-              "mean": 0.018075,
-              "std": 0.000125
+              "mean": 0.011341,
+              "std": 0.000104
             },
             "snr": {
-              "mean": 10.429233,
-              "std": 0.060394
+              "mean": 14.3553,
+              "std": 0.085844
             },
             "ssim": {
-              "mean": 0.915933,
-              "std": 0.004497
+              "mean": 0.962067,
+              "std": 0.000236
             }
           },
           "unet_L": {
             "eb_wse_medium_40_70_ne": {
-              "mean": 0.994088,
-              "std": 0.006194
+              "mean": 0.660273,
+              "std": 0.004102
             },
             "eb_wse_medium_40_70_snr": {
-              "mean": 0.129299,
-              "std": 0.025364
+              "mean": 3.791478,
+              "std": 0.036546
             },
             "eb_wse_strong_70_100_ne": {
-              "mean": 0.24023,
-              "std": 0.001885
+              "mean": 0.120375,
+              "std": 0.000898
             },
             "eb_wse_strong_70_100_snr": {
-              "mean": 12.427625,
-              "std": 0.066914
+              "mean": 18.498233,
+              "std": 0.062733
             },
             "eb_wse_very_weak_5_20_ne": {
-              "mean": 1.214256,
-              "std": 0.020595
+              "mean": 1.10819,
+              "std": 0.031093
             },
             "eb_wse_very_weak_5_20_snr": {
-              "mean": -1.291851,
-              "std": 0.028346
+              "mean": -0.529866,
+              "std": 0.120971
             },
             "eb_wse_weak_20_40_ne": {
-              "mean": 1.104581,
-              "std": 0.010721
+              "mean": 0.895929,
+              "std": 0.013935
             },
             "eb_wse_weak_20_40_snr": {
-              "mean": -0.681275,
-              "std": 0.024453
+              "mean": 1.187713,
+              "std": 0.057991
             },
             "fb_fre_high_energy_ratio": {
               "mean": 0.313958,
@@ -5106,12 +5682,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               135.68
             ],
             "fb_fre_high_ne": {
-              "mean": 0.321287,
-              "std": 0.00137
+              "mean": 0.183223,
+              "std": 0.001081
             },
             "fb_fre_high_snr": {
-              "mean": 9.890954,
-              "std": 0.036778
+              "mean": 14.78583,
+              "std": 0.049254
             },
             "fb_fre_low_energy_ratio": {
               "mean": 0.055981,
@@ -5122,12 +5698,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               50.72
             ],
             "fb_fre_low_ne": {
-              "mean": 0.289728,
-              "std": 0.005147
+              "mean": 0.171641,
+              "std": 0.001295
             },
             "fb_fre_low_snr": {
-              "mean": 10.794678,
-              "std": 0.15565
+              "mean": 15.36775,
+              "std": 0.066594
             },
             "fb_fre_mid_energy_ratio": {
               "mean": 0.612267,
@@ -5138,12 +5714,12 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               93.2
             ],
             "fb_fre_mid_ne": {
-              "mean": 0.219063,
-              "std": 0.001876
+              "mean": 0.115715,
+              "std": 0.001549
             },
             "fb_fre_mid_snr": {
-              "mean": 13.229967,
-              "std": 0.075284
+              "mean": 18.81577,
+              "std": 0.115441
             },
             "fb_fre_very_high_energy_ratio": {
               "mean": 0.017547,
@@ -5154,36 +5730,36 @@ Metrics are reported in the normalized domain. `Raw (noisy)` is the synthetic no
               164.0
             ],
             "fb_fre_very_high_ne": {
-              "mean": 0.868105,
-              "std": 0.006258
+              "mean": 0.536604,
+              "std": 0.00101
             },
             "fb_fre_very_high_snr": {
-              "mean": 1.251021,
-              "std": 0.062124
+              "mean": 5.474597,
+              "std": 0.018511
             },
             "mae": {
-              "mean": 0.011547,
-              "std": 3.9e-05
+              "mean": 0.006927,
+              "std": 3.1e-05
             },
             "mse": {
-              "mean": 0.000322,
-              "std": 3e-06
+              "mean": 0.000103,
+              "std": 1e-06
             },
             "psnr": {
-              "mean": 35.594333,
-              "std": 0.048548
+              "mean": 40.484967,
+              "std": 0.052677
             },
             "rmse": {
-              "mean": 0.017447,
-              "std": 9.4e-05
+              "mean": 0.009884,
+              "std": 6.2e-05
             },
             "snr": {
-              "mean": 10.9279,
-              "std": 0.048513
+              "mean": 15.8185,
+              "std": 0.05267
             },
             "ssim": {
-              "mean": 0.9276,
-              "std": 0.000638
+              "mean": 0.972867,
+              "std": 0.00033
             }
           }
         }