Update random-noise benchmark results
Browse files- README.md +0 -0
- models/atten_unet/gaussian_snr0_seed42/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snr0_seed43/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snr0_seed44/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snr5_seed42/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snr5_seed43/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snr5_seed44/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snrneg5_seed42/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snrneg5_seed43/metrics_summary.json +118 -0
- models/atten_unet/gaussian_snrneg5_seed44/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr0_seed42/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr0_seed43/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr0_seed44/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr5_seed42/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr5_seed43/metrics_summary.json +118 -0
- models/atten_unet/poisson_snr5_seed44/metrics_summary.json +118 -0
- models/atten_unet/poisson_snrneg5_seed42/metrics_summary.json +118 -0
- models/atten_unet/poisson_snrneg5_seed43/metrics_summary.json +118 -0
- models/atten_unet/poisson_snrneg5_seed44/metrics_summary.json +118 -0
- results/atten_unet/gaussian_snr0_seed_stats/metrics_summary_mean_std.json +345 -0
- results/atten_unet/gaussian_snr5_seed_stats/metrics_summary_mean_std.json +345 -0
- results/atten_unet/gaussian_snrneg5_seed_stats/metrics_summary_mean_std.json +345 -0
- results/atten_unet/poisson_snr0_seed_stats/metrics_summary_mean_std.json +345 -0
- results/atten_unet/poisson_snr5_seed_stats/metrics_summary_mean_std.json +345 -0
- results/atten_unet/poisson_snrneg5_seed_stats/metrics_summary_mean_std.json +345 -0
README.md
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models/atten_unet/gaussian_snr0_seed42/metrics_summary.json
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{
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"noisy": {
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"snr": 0.0019,
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"psnr": 24.6683,
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"ssim": 0.488,
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"mae": 0.049242,
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"mse": 0.0040273517370224,
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"rmse": 0.061714,
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"eb_wse_very_weak_5_20_ne": 11.015152,
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"eb_wse_very_weak_5_20_snr": -20.212499,
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"eb_wse_weak_20_40_ne": 6.971441,
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"eb_wse_weak_20_40_snr": -16.250039,
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"eb_wse_medium_40_70_ne": 4.014263,
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"eb_wse_medium_40_70_snr": -11.491108,
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"eb_wse_strong_70_100_ne": 0.503267,
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"eb_wse_strong_70_100_snr": 5.96671,
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"fb_fre_low_ne": 1.467314,
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"fb_fre_low_snr": -3.274515,
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"fb_fre_low_energy_ratio": 0.055981,
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"fb_fre_low_frequency_range_hz": [
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22.4,
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50.72
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],
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"fb_fre_mid_ne": 0.526869,
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"fb_fre_mid_snr": 5.568444,
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"fb_fre_mid_energy_ratio": 0.612267,
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"fb_fre_mid_frequency_range_hz": [
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50.72,
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93.2
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],
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"fb_fre_high_ne": 0.739155,
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"fb_fre_high_snr": 2.645887,
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"fb_fre_high_energy_ratio": 0.313958,
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"fb_fre_high_frequency_range_hz": [
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93.2,
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135.68
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],
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"fb_fre_very_high_ne": 2.648748,
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"fb_fre_very_high_snr": -8.327039,
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"fb_fre_very_high_energy_ratio": 0.017547,
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"fb_fre_very_high_frequency_range_hz": [
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135.68,
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164.0
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]
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},
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"denoised": {
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"snr": 12.8807,
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"psnr": 37.5472,
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"ssim": 0.9504,
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"mae": 0.009465,
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"mse": 0.00020210444927215576,
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| 52 |
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"rmse": 0.013856,
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| 53 |
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"eb_wse_very_weak_5_20_ne": 1.17047,
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| 54 |
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"eb_wse_very_weak_5_20_snr": -1.077766,
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| 55 |
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"eb_wse_weak_20_40_ne": 1.028407,
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| 56 |
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"eb_wse_weak_20_40_snr": -0.111992,
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| 57 |
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"eb_wse_medium_40_70_ne": 0.86596,
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| 58 |
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"eb_wse_medium_40_70_snr": 1.345555,
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| 59 |
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"eb_wse_strong_70_100_ne": 0.18178,
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| 60 |
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"eb_wse_strong_70_100_snr": 14.891029,
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"fb_fre_low_ne": 0.243971,
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"fb_fre_low_snr": 12.300653,
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"fb_fre_low_energy_ratio": 0.055981,
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"fb_fre_low_frequency_range_hz": [
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22.4,
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50.72
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],
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"fb_fre_mid_ne": 0.165023,
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"fb_fre_mid_snr": 15.72253,
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"fb_fre_mid_energy_ratio": 0.612267,
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"fb_fre_mid_frequency_range_hz": [
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50.72,
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93.2
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],
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"fb_fre_high_ne": 0.25411,
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"fb_fre_high_snr": 11.934167,
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"fb_fre_high_energy_ratio": 0.313958,
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"fb_fre_high_frequency_range_hz": [
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93.2,
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135.68
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],
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"fb_fre_very_high_ne": 0.748159,
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"fb_fre_very_high_snr": 2.557209,
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"fb_fre_very_high_energy_ratio": 0.017547,
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"fb_fre_very_high_frequency_range_hz": [
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135.68,
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164.0
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]
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},
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"delta": {
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"snr": 12.878862,
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"psnr": 12.878862,
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| 93 |
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"ssim": 0.462429,
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| 94 |
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"mae": -0.039777,
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| 95 |
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"mse": -0.003825,
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| 96 |
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"rmse": -0.047858,
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| 97 |
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"eb_wse_very_weak_5_20_ne": -9.844682,
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| 98 |
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"eb_wse_very_weak_5_20_snr": 19.134733,
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| 99 |
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"eb_wse_weak_20_40_ne": -5.943034,
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| 100 |
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"eb_wse_weak_20_40_snr": 16.138047,
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| 101 |
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"eb_wse_medium_40_70_ne": -3.148303,
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| 102 |
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"eb_wse_medium_40_70_snr": 12.836663,
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| 103 |
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"eb_wse_strong_70_100_ne": -0.321487,
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| 104 |
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"eb_wse_strong_70_100_snr": 8.924319,
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| 105 |
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"fb_fre_low_ne": -1.223343,
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| 106 |
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"fb_fre_low_snr": 15.575168,
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| 107 |
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"fb_fre_mid_ne": -0.361846,
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| 108 |
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"fb_fre_mid_snr": 10.154086,
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| 109 |
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"fb_fre_high_ne": -0.485045,
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| 110 |
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"fb_fre_high_snr": 9.28828,
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| 111 |
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"fb_fre_very_high_ne": -1.900589,
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| 112 |
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"fb_fre_very_high_snr": 10.884248
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| 113 |
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},
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| 114 |
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"noise_kind": "gaussian",
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| 115 |
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"snr_db": 0.0,
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| 116 |
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"input_source": "volume_with_synthetic_noise",
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| 117 |
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"inference_time_seconds": 2.146
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| 118 |
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}
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models/atten_unet/gaussian_snr0_seed43/metrics_summary.json
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{
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"noisy": {
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"snr": -0.0015,
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"psnr": 24.6649,
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"ssim": 0.4877,
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"mae": 0.049265,
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"mse": 0.004030480980873108,
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| 8 |
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"rmse": 0.061739,
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| 9 |
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"eb_wse_very_weak_5_20_ne": 11.012973,
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| 10 |
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"eb_wse_very_weak_5_20_snr": -20.211284,
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| 11 |
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"eb_wse_weak_20_40_ne": 6.969751,
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| 12 |
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"eb_wse_weak_20_40_snr": -16.251174,
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| 13 |
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"eb_wse_medium_40_70_ne": 4.016394,
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| 14 |
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"eb_wse_medium_40_70_snr": -11.498943,
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| 15 |
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"eb_wse_strong_70_100_ne": 0.503394,
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| 16 |
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"eb_wse_strong_70_100_snr": 5.964661,
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| 17 |
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"fb_fre_low_ne": 1.467995,
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| 18 |
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"fb_fre_low_snr": -3.278387,
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| 19 |
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"fb_fre_low_energy_ratio": 0.055981,
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| 20 |
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"fb_fre_low_frequency_range_hz": [
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| 21 |
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22.4,
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| 22 |
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50.72
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],
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| 24 |
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"fb_fre_mid_ne": 0.526527,
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| 25 |
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"fb_fre_mid_snr": 5.574045,
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| 26 |
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"fb_fre_mid_energy_ratio": 0.612267,
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| 27 |
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"fb_fre_mid_frequency_range_hz": [
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| 28 |
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50.72,
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| 29 |
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93.2
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| 30 |
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],
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| 31 |
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"fb_fre_high_ne": 0.739758,
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| 32 |
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"fb_fre_high_snr": 2.639008,
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| 33 |
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"fb_fre_high_energy_ratio": 0.313958,
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| 34 |
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"fb_fre_high_frequency_range_hz": [
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| 35 |
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93.2,
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| 36 |
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135.68
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| 37 |
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],
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| 38 |
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"fb_fre_very_high_ne": 2.647225,
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| 39 |
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"fb_fre_very_high_snr": -8.322748,
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| 40 |
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"fb_fre_very_high_energy_ratio": 0.017547,
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| 41 |
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"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
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135.68,
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| 43 |
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164.0
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| 44 |
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]
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| 45 |
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},
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| 46 |
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"denoised": {
|
| 47 |
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"snr": 12.6535,
|
| 48 |
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"psnr": 37.32,
|
| 49 |
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"ssim": 0.9485,
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| 50 |
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"mae": 0.00963,
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| 51 |
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"mse": 0.00020951159240212291,
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| 52 |
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"rmse": 0.014144,
|
| 53 |
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"eb_wse_very_weak_5_20_ne": 1.287423,
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| 54 |
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"eb_wse_very_weak_5_20_snr": -1.492495,
|
| 55 |
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"eb_wse_weak_20_40_ne": 1.083408,
|
| 56 |
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"eb_wse_weak_20_40_snr": -0.364516,
|
| 57 |
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"eb_wse_medium_40_70_ne": 0.896355,
|
| 58 |
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"eb_wse_medium_40_70_snr": 1.133831,
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| 59 |
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"eb_wse_strong_70_100_ne": 0.186929,
|
| 60 |
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"eb_wse_strong_70_100_snr": 14.672114,
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| 61 |
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"fb_fre_low_ne": 0.252273,
|
| 62 |
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"fb_fre_low_snr": 12.015483,
|
| 63 |
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"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
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"fb_fre_low_frequency_range_hz": [
|
| 65 |
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22.4,
|
| 66 |
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50.72
|
| 67 |
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],
|
| 68 |
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"fb_fre_mid_ne": 0.16765,
|
| 69 |
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"fb_fre_mid_snr": 15.599824,
|
| 70 |
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"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
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"fb_fre_mid_frequency_range_hz": [
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| 72 |
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50.72,
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| 73 |
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93.2
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| 74 |
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],
|
| 75 |
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"fb_fre_high_ne": 0.261035,
|
| 76 |
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"fb_fre_high_snr": 11.723167,
|
| 77 |
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"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
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"fb_fre_high_frequency_range_hz": [
|
| 79 |
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93.2,
|
| 80 |
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135.68
|
| 81 |
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],
|
| 82 |
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"fb_fre_very_high_ne": 0.772632,
|
| 83 |
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"fb_fre_very_high_snr": 2.29349,
|
| 84 |
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"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
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"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
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135.68,
|
| 87 |
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164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 12.655086,
|
| 92 |
+
"psnr": 12.655086,
|
| 93 |
+
"ssim": 0.460819,
|
| 94 |
+
"mae": -0.039635,
|
| 95 |
+
"mse": -0.003821,
|
| 96 |
+
"rmse": -0.047594,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -9.72555,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 18.718789,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -5.886343,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 15.886658,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -3.120039,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 12.632774,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.316465,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 8.707453,
|
| 105 |
+
"fb_fre_low_ne": -1.215722,
|
| 106 |
+
"fb_fre_low_snr": 15.29387,
|
| 107 |
+
"fb_fre_mid_ne": -0.358877,
|
| 108 |
+
"fb_fre_mid_snr": 10.025779,
|
| 109 |
+
"fb_fre_high_ne": -0.478723,
|
| 110 |
+
"fb_fre_high_snr": 9.084159,
|
| 111 |
+
"fb_fre_very_high_ne": -1.874593,
|
| 112 |
+
"fb_fre_very_high_snr": 10.616238
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": 0.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.289
|
| 118 |
+
}
|
models/atten_unet/gaussian_snr0_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
|
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|
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|
|
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|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -0.0008,
|
| 4 |
+
"psnr": 24.6657,
|
| 5 |
+
"ssim": 0.4878,
|
| 6 |
+
"mae": 0.049258,
|
| 7 |
+
"mse": 0.004030087497085333,
|
| 8 |
+
"rmse": 0.061735,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 11.014828,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -20.212495,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 6.965488,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -16.243519,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 4.016808,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -11.498899,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.503467,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 5.963316,
|
| 17 |
+
"fb_fre_low_ne": 1.468531,
|
| 18 |
+
"fb_fre_low_snr": -3.281286,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.526788,
|
| 25 |
+
"fb_fre_mid_snr": 5.56978,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.739528,
|
| 32 |
+
"fb_fre_high_snr": 2.641427,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 2.647642,
|
| 39 |
+
"fb_fre_very_high_snr": -8.32533,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 12.8584,
|
| 48 |
+
"psnr": 37.5249,
|
| 49 |
+
"ssim": 0.9499,
|
| 50 |
+
"mae": 0.009558,
|
| 51 |
+
"mse": 0.00020433543249964714,
|
| 52 |
+
"rmse": 0.013928,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.166686,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.064445,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.032536,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.135222,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.869288,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 1.305362,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.181197,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 14.892517,
|
| 61 |
+
"fb_fre_low_ne": 0.241898,
|
| 62 |
+
"fb_fre_low_snr": 12.357622,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.163757,
|
| 69 |
+
"fb_fre_mid_snr": 15.762615,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.255812,
|
| 76 |
+
"fb_fre_high_snr": 11.872264,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.755355,
|
| 83 |
+
"fb_fre_very_high_snr": 2.47006,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 12.859228,
|
| 92 |
+
"psnr": 12.859229,
|
| 93 |
+
"ssim": 0.462075,
|
| 94 |
+
"mae": -0.0397,
|
| 95 |
+
"mse": -0.003826,
|
| 96 |
+
"rmse": -0.047807,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -9.848142,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 19.14805,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -5.932952,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 16.108297,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -3.14752,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 12.804261,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.32227,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 8.929201,
|
| 105 |
+
"fb_fre_low_ne": -1.226633,
|
| 106 |
+
"fb_fre_low_snr": 15.638908,
|
| 107 |
+
"fb_fre_mid_ne": -0.363031,
|
| 108 |
+
"fb_fre_mid_snr": 10.192835,
|
| 109 |
+
"fb_fre_high_ne": -0.483716,
|
| 110 |
+
"fb_fre_high_snr": 9.230837,
|
| 111 |
+
"fb_fre_very_high_ne": -1.892287,
|
| 112 |
+
"fb_fre_very_high_snr": 10.79539
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": 0.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.192
|
| 118 |
+
}
|
models/atten_unet/gaussian_snr5_seed42/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 5.0019,
|
| 4 |
+
"psnr": 29.6683,
|
| 5 |
+
"ssim": 0.7412,
|
| 6 |
+
"mae": 0.027691,
|
| 7 |
+
"mse": 0.0012735603377223015,
|
| 8 |
+
"rmse": 0.034704,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.194275,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.212499,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.920329,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.250039,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.257386,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.491108,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.283008,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 10.96671,
|
| 17 |
+
"fb_fre_low_ne": 0.825131,
|
| 18 |
+
"fb_fre_low_snr": 1.725485,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.29628,
|
| 25 |
+
"fb_fre_mid_snr": 10.568444,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415657,
|
| 32 |
+
"fb_fre_high_snr": 7.645887,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.489501,
|
| 39 |
+
"fb_fre_very_high_snr": -3.327039,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 15.1482,
|
| 48 |
+
"psnr": 39.8146,
|
| 49 |
+
"ssim": 0.9693,
|
| 50 |
+
"mae": 0.007448,
|
| 51 |
+
"mse": 0.00011854926560772583,
|
| 52 |
+
"rmse": 0.010628,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.102313,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -0.587087,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.912509,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.93688,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.694466,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 3.289961,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.132973,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.659849,
|
| 61 |
+
"fb_fre_low_ne": 0.196445,
|
| 62 |
+
"fb_fre_low_snr": 14.195792,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.122511,
|
| 69 |
+
"fb_fre_mid_snr": 18.353449,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.194734,
|
| 76 |
+
"fb_fre_high_snr": 14.264031,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.583747,
|
| 83 |
+
"fb_fre_very_high_snr": 4.725219,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 10.146321,
|
| 92 |
+
"psnr": 10.14632,
|
| 93 |
+
"ssim": 0.228075,
|
| 94 |
+
"mae": -0.020243,
|
| 95 |
+
"mse": -0.001155,
|
| 96 |
+
"rmse": -0.024077,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -5.091962,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 14.625412,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -3.00782,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 12.186919,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.56292,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.781069,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.150035,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.693139,
|
| 105 |
+
"fb_fre_low_ne": -0.628686,
|
| 106 |
+
"fb_fre_low_snr": 12.470307,
|
| 107 |
+
"fb_fre_mid_ne": -0.173769,
|
| 108 |
+
"fb_fre_mid_snr": 7.785005,
|
| 109 |
+
"fb_fre_high_ne": -0.220923,
|
| 110 |
+
"fb_fre_high_snr": 6.618144,
|
| 111 |
+
"fb_fre_very_high_ne": -0.905754,
|
| 112 |
+
"fb_fre_very_high_snr": 8.052258
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.206
|
| 118 |
+
}
|
models/atten_unet/gaussian_snr5_seed43/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 4.9985,
|
| 4 |
+
"psnr": 29.6649,
|
| 5 |
+
"ssim": 0.741,
|
| 6 |
+
"mae": 0.027704,
|
| 7 |
+
"mse": 0.0012745499843731523,
|
| 8 |
+
"rmse": 0.034718,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.19305,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.211284,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.919379,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.251174,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.258584,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.498943,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.283079,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 10.964661,
|
| 17 |
+
"fb_fre_low_ne": 0.825514,
|
| 18 |
+
"fb_fre_low_snr": 1.721613,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.296088,
|
| 25 |
+
"fb_fre_mid_snr": 10.574045,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415997,
|
| 32 |
+
"fb_fre_high_snr": 7.639008,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.488644,
|
| 39 |
+
"fb_fre_very_high_snr": -3.322747,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 14.5935,
|
| 48 |
+
"psnr": 39.2599,
|
| 49 |
+
"ssim": 0.966,
|
| 50 |
+
"mae": 0.007873,
|
| 51 |
+
"mse": 0.00013206939911469817,
|
| 52 |
+
"rmse": 0.011251,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.226075,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.1521,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.982382,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.465533,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.7409,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 2.813163,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.143209,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.075202,
|
| 61 |
+
"fb_fre_low_ne": 0.213163,
|
| 62 |
+
"fb_fre_low_snr": 13.493662,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.129653,
|
| 69 |
+
"fb_fre_mid_snr": 17.91696,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.206963,
|
| 76 |
+
"fb_fre_high_snr": 13.790043,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.631348,
|
| 83 |
+
"fb_fre_very_high_snr": 4.068172,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 9.595043,
|
| 92 |
+
"psnr": 9.595042,
|
| 93 |
+
"ssim": 0.224963,
|
| 94 |
+
"mae": -0.019831,
|
| 95 |
+
"mse": -0.001142,
|
| 96 |
+
"rmse": -0.023467,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -4.966975,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 14.059184,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -2.936997,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 11.716707,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.517684,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.312106,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.13987,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.110541,
|
| 105 |
+
"fb_fre_low_ne": -0.612351,
|
| 106 |
+
"fb_fre_low_snr": 11.772049,
|
| 107 |
+
"fb_fre_mid_ne": -0.166435,
|
| 108 |
+
"fb_fre_mid_snr": 7.342915,
|
| 109 |
+
"fb_fre_high_ne": -0.209034,
|
| 110 |
+
"fb_fre_high_snr": 6.151035,
|
| 111 |
+
"fb_fre_very_high_ne": -0.857296,
|
| 112 |
+
"fb_fre_very_high_snr": 7.390919
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.185
|
| 118 |
+
}
|
models/atten_unet/gaussian_snr5_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
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|
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|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 4.9992,
|
| 4 |
+
"psnr": 29.6657,
|
| 5 |
+
"ssim": 0.7411,
|
| 6 |
+
"mae": 0.0277,
|
| 7 |
+
"mse": 0.0012744254199787974,
|
| 8 |
+
"rmse": 0.034716,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.194093,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.212495,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.916982,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.243519,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.258817,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.498899,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.28312,
|
| 16 |
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"eb_wse_strong_70_100_snr": 10.963316,
|
| 17 |
+
"fb_fre_low_ne": 0.825816,
|
| 18 |
+
"fb_fre_low_snr": 1.718714,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.296235,
|
| 25 |
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|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415867,
|
| 32 |
+
"fb_fre_high_snr": 7.641427,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.488879,
|
| 39 |
+
"fb_fre_very_high_snr": -3.32533,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 14.9388,
|
| 48 |
+
"psnr": 39.6053,
|
| 49 |
+
"ssim": 0.9679,
|
| 50 |
+
"mae": 0.007636,
|
| 51 |
+
"mse": 0.00012475784751586616,
|
| 52 |
+
"rmse": 0.010903,
|
| 53 |
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"eb_wse_very_weak_5_20_ne": 1.132521,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -0.709612,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.932202,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.828153,
|
| 57 |
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"eb_wse_medium_40_70_ne": 0.708061,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 3.158862,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.136652,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.391838,
|
| 61 |
+
"fb_fre_low_ne": 0.203765,
|
| 62 |
+
"fb_fre_low_snr": 13.853731,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.124221,
|
| 69 |
+
"fb_fre_mid_snr": 18.20207,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.197796,
|
| 76 |
+
"fb_fre_high_snr": 14.1271,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
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135.68
|
| 81 |
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],
|
| 82 |
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"fb_fre_very_high_ne": 0.606121,
|
| 83 |
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"fb_fre_very_high_snr": 4.419955,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 9.939635,
|
| 92 |
+
"psnr": 9.939634,
|
| 93 |
+
"ssim": 0.226804,
|
| 94 |
+
"mae": -0.020064,
|
| 95 |
+
"mse": -0.00115,
|
| 96 |
+
"rmse": -0.023813,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -5.061572,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 14.502883,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -2.98478,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 12.071672,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.550756,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.657761,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.146468,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.428522,
|
| 105 |
+
"fb_fre_low_ne": -0.622051,
|
| 106 |
+
"fb_fre_low_snr": 12.135017,
|
| 107 |
+
"fb_fre_mid_ne": -0.172014,
|
| 108 |
+
"fb_fre_mid_snr": 7.63229,
|
| 109 |
+
"fb_fre_high_ne": -0.218071,
|
| 110 |
+
"fb_fre_high_snr": 6.485673,
|
| 111 |
+
"fb_fre_very_high_ne": -0.882758,
|
| 112 |
+
"fb_fre_very_high_snr": 7.745285
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.188
|
| 118 |
+
}
|
models/atten_unet/gaussian_snrneg5_seed42/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
|
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|
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|
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|
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|
|
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|
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|
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|
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|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -4.9981,
|
| 4 |
+
"psnr": 19.6683,
|
| 5 |
+
"ssim": 0.2453,
|
| 6 |
+
"mae": 0.087566,
|
| 7 |
+
"mse": 0.01273560430854559,
|
| 8 |
+
"rmse": 0.109745,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.588018,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.212499,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.397169,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.250039,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.138481,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.491108,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.894949,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 0.96671,
|
| 17 |
+
"fb_fre_low_ne": 2.609293,
|
| 18 |
+
"fb_fre_low_snr": -8.274515,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.93692,
|
| 25 |
+
"fb_fre_mid_snr": 0.568444,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.314424,
|
| 32 |
+
"fb_fre_high_snr": -2.354113,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.710214,
|
| 39 |
+
"fb_fre_very_high_snr": -13.327039,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.7967,
|
| 48 |
+
"psnr": 35.4631,
|
| 49 |
+
"ssim": 0.9265,
|
| 50 |
+
"mae": 0.011655,
|
| 51 |
+
"mse": 0.00033077175612561405,
|
| 52 |
+
"rmse": 0.017702,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.140361,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -0.902066,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.062536,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.432456,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.982584,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.198494,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.246611,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.198889,
|
| 61 |
+
"fb_fre_low_ne": 0.305352,
|
| 62 |
+
"fb_fre_low_snr": 10.341454,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.21873,
|
| 69 |
+
"fb_fre_mid_snr": 13.241778,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.325441,
|
| 76 |
+
"fb_fre_high_snr": 9.7748,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.890846,
|
| 83 |
+
"fb_fre_very_high_snr": 1.028502,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.79479,
|
| 92 |
+
"psnr": 15.79479,
|
| 93 |
+
"ssim": 0.68121,
|
| 94 |
+
"mae": -0.075911,
|
| 95 |
+
"mse": -0.012405,
|
| 96 |
+
"rmse": -0.092043,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.447657,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 24.310433,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.334633,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 20.817583,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.155897,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.689602,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.648338,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.232179,
|
| 105 |
+
"fb_fre_low_ne": -2.303941,
|
| 106 |
+
"fb_fre_low_snr": 18.615969,
|
| 107 |
+
"fb_fre_mid_ne": -0.71819,
|
| 108 |
+
"fb_fre_mid_snr": 12.673334,
|
| 109 |
+
"fb_fre_high_ne": -0.988983,
|
| 110 |
+
"fb_fre_high_snr": 12.128913,
|
| 111 |
+
"fb_fre_very_high_ne": -3.819368,
|
| 112 |
+
"fb_fre_very_high_snr": 14.355541
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.188
|
| 118 |
+
}
|
models/atten_unet/gaussian_snrneg5_seed43/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -5.0015,
|
| 4 |
+
"psnr": 19.6649,
|
| 5 |
+
"ssim": 0.2451,
|
| 6 |
+
"mae": 0.087608,
|
| 7 |
+
"mse": 0.012745498679578304,
|
| 8 |
+
"rmse": 0.109788,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.584143,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.211284,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.394165,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.251174,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.14227,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.498943,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.895175,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 0.964661,
|
| 17 |
+
"fb_fre_low_ne": 2.610505,
|
| 18 |
+
"fb_fre_low_snr": -8.278387,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.936313,
|
| 25 |
+
"fb_fre_mid_snr": 0.574045,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.315497,
|
| 32 |
+
"fb_fre_high_snr": -2.360992,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.707505,
|
| 39 |
+
"fb_fre_very_high_snr": -13.322748,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.7812,
|
| 48 |
+
"psnr": 35.4476,
|
| 49 |
+
"ssim": 0.9269,
|
| 50 |
+
"mae": 0.011573,
|
| 51 |
+
"mse": 0.00032855660538189113,
|
| 52 |
+
"rmse": 0.017671,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.282517,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.2505,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.127873,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.655074,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 1.007203,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.111699,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.246697,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.198495,
|
| 61 |
+
"fb_fre_low_ne": 0.306599,
|
| 62 |
+
"fb_fre_low_snr": 10.303614,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.217384,
|
| 69 |
+
"fb_fre_mid_snr": 13.291113,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.326686,
|
| 76 |
+
"fb_fre_high_snr": 9.748742,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.892718,
|
| 83 |
+
"fb_fre_very_high_snr": 1.005494,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.78272,
|
| 92 |
+
"psnr": 15.78272,
|
| 93 |
+
"ssim": 0.681865,
|
| 94 |
+
"mae": -0.076034,
|
| 95 |
+
"mse": -0.012417,
|
| 96 |
+
"rmse": -0.092117,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.301626,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 23.960784,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.266292,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 20.5961,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.135067,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.610642,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.648478,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.233834,
|
| 105 |
+
"fb_fre_low_ne": -2.303906,
|
| 106 |
+
"fb_fre_low_snr": 18.582001,
|
| 107 |
+
"fb_fre_mid_ne": -0.718929,
|
| 108 |
+
"fb_fre_mid_snr": 12.717068,
|
| 109 |
+
"fb_fre_high_ne": -0.988811,
|
| 110 |
+
"fb_fre_high_snr": 12.109734,
|
| 111 |
+
"fb_fre_very_high_ne": -3.814787,
|
| 112 |
+
"fb_fre_very_high_snr": 14.328242
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.229
|
| 118 |
+
}
|
models/atten_unet/gaussian_snrneg5_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
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|
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|
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|
|
|
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|
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|
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|
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|
|
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|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -5.0008,
|
| 4 |
+
"psnr": 19.6657,
|
| 5 |
+
"ssim": 0.2451,
|
| 6 |
+
"mae": 0.087595,
|
| 7 |
+
"mse": 0.012744256295263767,
|
| 8 |
+
"rmse": 0.109783,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.587442,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.212495,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.386585,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.243519,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.143007,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.498899,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.895306,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 0.963316,
|
| 17 |
+
"fb_fre_low_ne": 2.611459,
|
| 18 |
+
"fb_fre_low_snr": -8.281286,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.936777,
|
| 25 |
+
"fb_fre_mid_snr": 0.56978,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.315087,
|
| 32 |
+
"fb_fre_high_snr": -2.358573,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.708248,
|
| 39 |
+
"fb_fre_very_high_snr": -13.32533,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.7143,
|
| 48 |
+
"psnr": 35.3807,
|
| 49 |
+
"ssim": 0.9259,
|
| 50 |
+
"mae": 0.011724,
|
| 51 |
+
"mse": 0.0003371236380189657,
|
| 52 |
+
"rmse": 0.017871,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.195047,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.054396,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.092243,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.548208,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.994566,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.144134,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.249602,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.089016,
|
| 61 |
+
"fb_fre_low_ne": 0.310773,
|
| 62 |
+
"fb_fre_low_snr": 10.187279,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.222149,
|
| 69 |
+
"fb_fre_mid_snr": 13.097955,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.328725,
|
| 76 |
+
"fb_fre_high_snr": 9.693569,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.895869,
|
| 83 |
+
"fb_fre_very_high_snr": 0.986549,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.715082,
|
| 92 |
+
"psnr": 15.715082,
|
| 93 |
+
"ssim": 0.680783,
|
| 94 |
+
"mae": -0.075871,
|
| 95 |
+
"mse": -0.012407,
|
| 96 |
+
"rmse": -0.091912,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.392395,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 24.158099,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.294342,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 20.695311,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.148441,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.643033,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.645704,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.1257,
|
| 105 |
+
"fb_fre_low_ne": -2.300686,
|
| 106 |
+
"fb_fre_low_snr": 18.468565,
|
| 107 |
+
"fb_fre_mid_ne": -0.714628,
|
| 108 |
+
"fb_fre_mid_snr": 12.528175,
|
| 109 |
+
"fb_fre_high_ne": -0.986362,
|
| 110 |
+
"fb_fre_high_snr": 12.052142,
|
| 111 |
+
"fb_fre_very_high_ne": -3.812379,
|
| 112 |
+
"fb_fre_very_high_snr": 14.311879
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "gaussian",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.174
|
| 118 |
+
}
|
models/atten_unet/poisson_snr0_seed42/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 0.0022,
|
| 4 |
+
"psnr": 24.6687,
|
| 5 |
+
"ssim": 0.4879,
|
| 6 |
+
"mae": 0.049211,
|
| 7 |
+
"mse": 0.004027379676699638,
|
| 8 |
+
"rmse": 0.061713,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 11.011144,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -20.205592,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 6.965519,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -16.242608,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 4.01365,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -11.492135,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.503606,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 5.960918,
|
| 17 |
+
"fb_fre_low_ne": 1.466921,
|
| 18 |
+
"fb_fre_low_snr": -3.271764,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.526531,
|
| 25 |
+
"fb_fre_mid_snr": 5.574066,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.739797,
|
| 32 |
+
"fb_fre_high_snr": 2.638662,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 2.647878,
|
| 39 |
+
"fb_fre_very_high_snr": -8.325946,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 12.9094,
|
| 48 |
+
"psnr": 37.5759,
|
| 49 |
+
"ssim": 0.9501,
|
| 50 |
+
"mae": 0.009473,
|
| 51 |
+
"mse": 0.00020088795281480998,
|
| 52 |
+
"rmse": 0.013817,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.17095,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.065371,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.03501,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.147242,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.869024,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 1.305474,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.18015,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 14.962983,
|
| 61 |
+
"fb_fre_low_ne": 0.241151,
|
| 62 |
+
"fb_fre_low_snr": 12.392915,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.163926,
|
| 69 |
+
"fb_fre_mid_snr": 15.773626,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.253878,
|
| 76 |
+
"fb_fre_high_snr": 11.943333,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.746844,
|
| 83 |
+
"fb_fre_very_high_snr": 2.568184,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 12.907187,
|
| 92 |
+
"psnr": 12.907187,
|
| 93 |
+
"ssim": 0.4622,
|
| 94 |
+
"mae": -0.039738,
|
| 95 |
+
"mse": -0.003826,
|
| 96 |
+
"rmse": -0.047896,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -9.840194,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 19.140221,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -5.930509,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 16.095366,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -3.144626,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 12.797609,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.323456,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 9.002065,
|
| 105 |
+
"fb_fre_low_ne": -1.22577,
|
| 106 |
+
"fb_fre_low_snr": 15.664679,
|
| 107 |
+
"fb_fre_mid_ne": -0.362605,
|
| 108 |
+
"fb_fre_mid_snr": 10.19956,
|
| 109 |
+
"fb_fre_high_ne": -0.485919,
|
| 110 |
+
"fb_fre_high_snr": 9.304671,
|
| 111 |
+
"fb_fre_very_high_ne": -1.901034,
|
| 112 |
+
"fb_fre_very_high_snr": 10.89413
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 0.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.21
|
| 118 |
+
}
|
models/atten_unet/poisson_snr0_seed43/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
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|
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|
|
|
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|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 0.0,
|
| 4 |
+
"psnr": 24.6665,
|
| 5 |
+
"ssim": 0.4879,
|
| 6 |
+
"mae": 0.049217,
|
| 7 |
+
"mse": 0.004028767347335815,
|
| 8 |
+
"rmse": 0.061726,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 11.01795,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -20.215422,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 6.968466,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -16.246541,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 4.015997,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -11.496158,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.503268,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 5.966711,
|
| 17 |
+
"fb_fre_low_ne": 1.468025,
|
| 18 |
+
"fb_fre_low_snr": -3.278151,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.526702,
|
| 25 |
+
"fb_fre_mid_snr": 5.57116,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.739598,
|
| 32 |
+
"fb_fre_high_snr": 2.640955,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 2.647818,
|
| 39 |
+
"fb_fre_very_high_snr": -8.32587,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 12.6328,
|
| 48 |
+
"psnr": 37.2992,
|
| 49 |
+
"ssim": 0.9484,
|
| 50 |
+
"mae": 0.009635,
|
| 51 |
+
"mse": 0.00021050084615126252,
|
| 52 |
+
"rmse": 0.014177,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.286021,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.457917,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.084561,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.369211,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.898103,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 1.121528,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.187563,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 14.644577,
|
| 61 |
+
"fb_fre_low_ne": 0.25204,
|
| 62 |
+
"fb_fre_low_snr": 12.022694,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.167751,
|
| 69 |
+
"fb_fre_mid_snr": 15.592874,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.261909,
|
| 76 |
+
"fb_fre_high_snr": 11.696151,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.776178,
|
| 83 |
+
"fb_fre_very_high_snr": 2.254973,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 12.632725,
|
| 92 |
+
"psnr": 12.632727,
|
| 93 |
+
"ssim": 0.460465,
|
| 94 |
+
"mae": -0.039581,
|
| 95 |
+
"mse": -0.003818,
|
| 96 |
+
"rmse": -0.047549,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -9.731929,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 18.757505,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -5.883905,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 15.87733,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -3.117894,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 12.617686,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.315705,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 8.677866,
|
| 105 |
+
"fb_fre_low_ne": -1.215985,
|
| 106 |
+
"fb_fre_low_snr": 15.300845,
|
| 107 |
+
"fb_fre_mid_ne": -0.358951,
|
| 108 |
+
"fb_fre_mid_snr": 10.021714,
|
| 109 |
+
"fb_fre_high_ne": -0.477689,
|
| 110 |
+
"fb_fre_high_snr": 9.055196,
|
| 111 |
+
"fb_fre_very_high_ne": -1.87164,
|
| 112 |
+
"fb_fre_very_high_snr": 10.580843
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 0.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.211
|
| 118 |
+
}
|
models/atten_unet/poisson_snr0_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
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|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 0.0008,
|
| 4 |
+
"psnr": 24.6673,
|
| 5 |
+
"ssim": 0.488,
|
| 6 |
+
"mae": 0.049213,
|
| 7 |
+
"mse": 0.004028450697660446,
|
| 8 |
+
"rmse": 0.061723,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 11.010541,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -20.20976,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 6.970236,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -16.250754,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 4.013622,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -11.493366,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.503427,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 5.964044,
|
| 17 |
+
"fb_fre_low_ne": 1.467803,
|
| 18 |
+
"fb_fre_low_snr": -3.277544,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.526742,
|
| 25 |
+
"fb_fre_mid_snr": 5.570371,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.73914,
|
| 32 |
+
"fb_fre_high_snr": 2.646447,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 2.647175,
|
| 39 |
+
"fb_fre_very_high_snr": -8.324111,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 12.8569,
|
| 48 |
+
"psnr": 37.5233,
|
| 49 |
+
"ssim": 0.9497,
|
| 50 |
+
"mae": 0.009562,
|
| 51 |
+
"mse": 0.00020442335517145693,
|
| 52 |
+
"rmse": 0.013933,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.162187,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.057259,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.029491,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.130835,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.868971,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 1.300635,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.18114,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 14.895682,
|
| 61 |
+
"fb_fre_low_ne": 0.244251,
|
| 62 |
+
"fb_fre_low_snr": 12.275053,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.163587,
|
| 69 |
+
"fb_fre_mid_snr": 15.768613,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.255158,
|
| 76 |
+
"fb_fre_high_snr": 11.893354,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.757766,
|
| 83 |
+
"fb_fre_very_high_snr": 2.44839,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 12.856049,
|
| 92 |
+
"psnr": 12.85605,
|
| 93 |
+
"ssim": 0.461722,
|
| 94 |
+
"mae": -0.039651,
|
| 95 |
+
"mse": -0.003824,
|
| 96 |
+
"rmse": -0.047789,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -9.848354,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 19.152501,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -5.940745,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 16.119919,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -3.144651,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 12.794001,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.322287,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 8.931638,
|
| 105 |
+
"fb_fre_low_ne": -1.223552,
|
| 106 |
+
"fb_fre_low_snr": 15.552597,
|
| 107 |
+
"fb_fre_mid_ne": -0.363155,
|
| 108 |
+
"fb_fre_mid_snr": 10.198242,
|
| 109 |
+
"fb_fre_high_ne": -0.483982,
|
| 110 |
+
"fb_fre_high_snr": 9.246907,
|
| 111 |
+
"fb_fre_very_high_ne": -1.889409,
|
| 112 |
+
"fb_fre_very_high_snr": 10.772501
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 0.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.223
|
| 118 |
+
}
|
models/atten_unet/poisson_snr5_seed42/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 5.0005,
|
| 4 |
+
"psnr": 29.6669,
|
| 5 |
+
"ssim": 0.7412,
|
| 6 |
+
"mae": 0.027676,
|
| 7 |
+
"mse": 0.0012740198289975524,
|
| 8 |
+
"rmse": 0.034711,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.198165,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.217182,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.919583,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.250465,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.257657,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.491387,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.283038,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 10.965721,
|
| 17 |
+
"fb_fre_low_ne": 0.825217,
|
| 18 |
+
"fb_fre_low_snr": 1.724954,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.296123,
|
| 25 |
+
"fb_fre_mid_snr": 10.573174,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415865,
|
| 32 |
+
"fb_fre_high_snr": 7.641846,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.489636,
|
| 39 |
+
"fb_fre_very_high_snr": -3.329152,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 15.1574,
|
| 48 |
+
"psnr": 39.8238,
|
| 49 |
+
"ssim": 0.9695,
|
| 50 |
+
"mae": 0.007427,
|
| 51 |
+
"mse": 0.00011806440306827426,
|
| 52 |
+
"rmse": 0.010608,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.10844,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -0.602614,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.913677,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.948864,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.69359,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 3.315859,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.133087,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.661093,
|
| 61 |
+
"fb_fre_low_ne": 0.197168,
|
| 62 |
+
"fb_fre_low_snr": 14.173037,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.122427,
|
| 69 |
+
"fb_fre_mid_snr": 18.36291,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.19482,
|
| 76 |
+
"fb_fre_high_snr": 14.266285,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.581543,
|
| 83 |
+
"fb_fre_very_high_snr": 4.760977,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 10.156891,
|
| 92 |
+
"psnr": 10.156891,
|
| 93 |
+
"ssim": 0.228275,
|
| 94 |
+
"mae": -0.020249,
|
| 95 |
+
"mse": -0.001156,
|
| 96 |
+
"rmse": -0.024102,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -5.089725,
|
| 98 |
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"eb_wse_very_weak_5_20_snr": 14.614568,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -3.005906,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 12.199329,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.564067,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.807246,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.149951,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.695372,
|
| 105 |
+
"fb_fre_low_ne": -0.628049,
|
| 106 |
+
"fb_fre_low_snr": 12.448083,
|
| 107 |
+
"fb_fre_mid_ne": -0.173696,
|
| 108 |
+
"fb_fre_mid_snr": 7.789736,
|
| 109 |
+
"fb_fre_high_ne": -0.221045,
|
| 110 |
+
"fb_fre_high_snr": 6.624439,
|
| 111 |
+
"fb_fre_very_high_ne": -0.908093,
|
| 112 |
+
"fb_fre_very_high_snr": 8.090129
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.278
|
| 118 |
+
}
|
models/atten_unet/poisson_snr5_seed43/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 5.002,
|
| 4 |
+
"psnr": 29.6684,
|
| 5 |
+
"ssim": 0.7412,
|
| 6 |
+
"mae": 0.02767,
|
| 7 |
+
"mse": 0.001273525645956397,
|
| 8 |
+
"rmse": 0.034704,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.197953,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.212363,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.916019,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.239638,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.258559,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.494254,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.283044,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 10.965531,
|
| 17 |
+
"fb_fre_low_ne": 0.825218,
|
| 18 |
+
"fb_fre_low_snr": 1.725255,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.296193,
|
| 25 |
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"fb_fre_mid_snr": 10.57105,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415798,
|
| 32 |
+
"fb_fre_high_snr": 7.643242,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.489098,
|
| 39 |
+
"fb_fre_very_high_snr": -3.326558,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 14.6214,
|
| 48 |
+
"psnr": 39.2878,
|
| 49 |
+
"ssim": 0.9661,
|
| 50 |
+
"mae": 0.007835,
|
| 51 |
+
"mse": 0.00013080492499284446,
|
| 52 |
+
"rmse": 0.011202,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.23216,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.1729,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.982431,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.488371,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.739289,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 2.851192,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.142848,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.113045,
|
| 61 |
+
"fb_fre_low_ne": 0.214165,
|
| 62 |
+
"fb_fre_low_snr": 13.459671,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.129243,
|
| 69 |
+
"fb_fre_mid_snr": 17.957856,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.206624,
|
| 76 |
+
"fb_fre_high_snr": 13.818877,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
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"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.626592,
|
| 83 |
+
"fb_fre_very_high_snr": 4.141531,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 9.61936,
|
| 92 |
+
"psnr": 9.61936,
|
| 93 |
+
"ssim": 0.224909,
|
| 94 |
+
"mae": -0.019836,
|
| 95 |
+
"mse": -0.001143,
|
| 96 |
+
"rmse": -0.023502,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -4.965793,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 14.039463,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -2.933588,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 11.728009,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.51927,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.345446,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.140196,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.147514,
|
| 105 |
+
"fb_fre_low_ne": -0.611053,
|
| 106 |
+
"fb_fre_low_snr": 11.734416,
|
| 107 |
+
"fb_fre_mid_ne": -0.16695,
|
| 108 |
+
"fb_fre_mid_snr": 7.386806,
|
| 109 |
+
"fb_fre_high_ne": -0.209174,
|
| 110 |
+
"fb_fre_high_snr": 6.175635,
|
| 111 |
+
"fb_fre_very_high_ne": -0.862506,
|
| 112 |
+
"fb_fre_very_high_snr": 7.468089
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.18
|
| 118 |
+
}
|
models/atten_unet/poisson_snr5_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
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|
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|
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|
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": 4.9998,
|
| 4 |
+
"psnr": 29.6662,
|
| 5 |
+
"ssim": 0.7412,
|
| 6 |
+
"mae": 0.027678,
|
| 7 |
+
"mse": 0.0012742248363792896,
|
| 8 |
+
"rmse": 0.034714,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 6.195951,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -15.213568,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 3.916239,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -11.246649,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 2.257156,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -6.491979,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.283098,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 10.964051,
|
| 17 |
+
"fb_fre_low_ne": 0.825279,
|
| 18 |
+
"fb_fre_low_snr": 1.723733,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.296235,
|
| 25 |
+
"fb_fre_mid_snr": 10.569695,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 0.415709,
|
| 32 |
+
"fb_fre_high_snr": 7.645169,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 1.489888,
|
| 39 |
+
"fb_fre_very_high_snr": -3.331394,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 14.9688,
|
| 48 |
+
"psnr": 39.6352,
|
| 49 |
+
"ssim": 0.9681,
|
| 50 |
+
"mae": 0.00761,
|
| 51 |
+
"mse": 0.00012359570246189833,
|
| 52 |
+
"rmse": 0.010856,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.19338,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -0.77489,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 0.970424,
|
| 56 |
+
"eb_wse_weak_20_40_snr": 0.757049,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.72503,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 3.123189,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.135868,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 17.445984,
|
| 61 |
+
"fb_fre_low_ne": 0.203174,
|
| 62 |
+
"fb_fre_low_snr": 13.882713,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.123691,
|
| 69 |
+
"fb_fre_mid_snr": 18.235088,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.196702,
|
| 76 |
+
"fb_fre_high_snr": 14.17239,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.602647,
|
| 83 |
+
"fb_fre_very_high_snr": 4.470615,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 9.968977,
|
| 92 |
+
"psnr": 9.968978,
|
| 93 |
+
"ssim": 0.226872,
|
| 94 |
+
"mae": -0.020068,
|
| 95 |
+
"mse": -0.001151,
|
| 96 |
+
"rmse": -0.023858,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -5.002571,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 14.438678,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -2.945815,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 12.003698,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -1.532126,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 9.615168,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.14723,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 6.481933,
|
| 105 |
+
"fb_fre_low_ne": -0.622105,
|
| 106 |
+
"fb_fre_low_snr": 12.15898,
|
| 107 |
+
"fb_fre_mid_ne": -0.172544,
|
| 108 |
+
"fb_fre_mid_snr": 7.665393,
|
| 109 |
+
"fb_fre_high_ne": -0.219007,
|
| 110 |
+
"fb_fre_high_snr": 6.527221,
|
| 111 |
+
"fb_fre_very_high_ne": -0.887241,
|
| 112 |
+
"fb_fre_very_high_snr": 7.802009
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": 5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.178
|
| 118 |
+
}
|
models/atten_unet/poisson_snrneg5_seed42/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
|
|
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|
|
|
|
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|
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|
|
|
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|
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|
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|
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|
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
|
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|
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|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
|
|
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|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
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|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -4.9979,
|
| 4 |
+
"psnr": 19.6686,
|
| 5 |
+
"ssim": 0.2452,
|
| 6 |
+
"mae": 0.087502,
|
| 7 |
+
"mse": 0.012734574265778065,
|
| 8 |
+
"rmse": 0.109743,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.574255,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.211604,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.378428,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.243132,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.142823,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.496135,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.894676,
|
| 16 |
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"eb_wse_strong_70_100_snr": 0.969426,
|
| 17 |
+
"fb_fre_low_ne": 2.607884,
|
| 18 |
+
"fb_fre_low_snr": -8.269697,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.936549,
|
| 25 |
+
"fb_fre_mid_snr": 0.571957,
|
| 26 |
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"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.314542,
|
| 32 |
+
"fb_fre_high_snr": -2.354728,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.70992,
|
| 39 |
+
"fb_fre_very_high_snr": -13.328782,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.9265,
|
| 48 |
+
"psnr": 35.5929,
|
| 49 |
+
"ssim": 0.928,
|
| 50 |
+
"mae": 0.011512,
|
| 51 |
+
"mse": 0.000317972619086504,
|
| 52 |
+
"rmse": 0.017376,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.270702,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.228482,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.128484,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.656246,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 1.007925,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.111979,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.241139,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.405211,
|
| 61 |
+
"fb_fre_low_ne": 0.299476,
|
| 62 |
+
"fb_fre_low_snr": 10.514882,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.216345,
|
| 69 |
+
"fb_fre_mid_snr": 13.345757,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.319918,
|
| 76 |
+
"fb_fre_high_snr": 9.932267,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.886357,
|
| 83 |
+
"fb_fre_very_high_snr": 1.092535,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.924392,
|
| 92 |
+
"psnr": 15.924392,
|
| 93 |
+
"ssim": 0.682747,
|
| 94 |
+
"mae": -0.07599,
|
| 95 |
+
"mse": -0.012417,
|
| 96 |
+
"rmse": -0.092367,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.303553,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 23.983122,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.249944,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 20.586886,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.134898,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.608114,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.653537,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.435785,
|
| 105 |
+
"fb_fre_low_ne": -2.308408,
|
| 106 |
+
"fb_fre_low_snr": 18.784579,
|
| 107 |
+
"fb_fre_mid_ne": -0.720204,
|
| 108 |
+
"fb_fre_mid_snr": 12.7738,
|
| 109 |
+
"fb_fre_high_ne": -0.994624,
|
| 110 |
+
"fb_fre_high_snr": 12.286995,
|
| 111 |
+
"fb_fre_very_high_ne": -3.823563,
|
| 112 |
+
"fb_fre_very_high_snr": 14.421317
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.216
|
| 118 |
+
}
|
models/atten_unet/poisson_snrneg5_seed43/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -4.9993,
|
| 4 |
+
"psnr": 19.6671,
|
| 5 |
+
"ssim": 0.2452,
|
| 6 |
+
"mae": 0.087511,
|
| 7 |
+
"mse": 0.012737712822854519,
|
| 8 |
+
"rmse": 0.109756,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.598479,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.217512,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.38768,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.246049,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.137902,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.491741,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.895209,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 0.964249,
|
| 17 |
+
"fb_fre_low_ne": 2.610738,
|
| 18 |
+
"fb_fre_low_snr": -8.279158,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.936307,
|
| 25 |
+
"fb_fre_mid_snr": 0.574052,
|
| 26 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.31504,
|
| 32 |
+
"fb_fre_high_snr": -2.358037,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.708588,
|
| 39 |
+
"fb_fre_very_high_snr": -13.325316,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.8468,
|
| 48 |
+
"psnr": 35.5132,
|
| 49 |
+
"ssim": 0.9276,
|
| 50 |
+
"mae": 0.011513,
|
| 51 |
+
"mse": 0.00032219343120232224,
|
| 52 |
+
"rmse": 0.01751,
|
| 53 |
+
"eb_wse_very_weak_5_20_ne": 1.278032,
|
| 54 |
+
"eb_wse_very_weak_5_20_snr": -1.33912,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.129455,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.70002,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 1.003973,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.120895,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.243927,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.304085,
|
| 61 |
+
"fb_fre_low_ne": 0.301541,
|
| 62 |
+
"fb_fre_low_snr": 10.447909,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.215446,
|
| 69 |
+
"fb_fre_mid_snr": 13.380021,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.324844,
|
| 76 |
+
"fb_fre_high_snr": 9.802528,
|
| 77 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.892338,
|
| 83 |
+
"fb_fre_very_high_snr": 1.013385,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.846085,
|
| 92 |
+
"psnr": 15.846085,
|
| 93 |
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"ssim": 0.682415,
|
| 94 |
+
"mae": -0.075998,
|
| 95 |
+
"mse": -0.012416,
|
| 96 |
+
"rmse": -0.092245,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.320447,
|
| 98 |
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"eb_wse_very_weak_5_20_snr": 23.878392,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.258225,
|
| 100 |
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"eb_wse_weak_20_40_snr": 20.546029,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.133929,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.612636,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.651282,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.339836,
|
| 105 |
+
"fb_fre_low_ne": -2.309197,
|
| 106 |
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"fb_fre_low_snr": 18.727067,
|
| 107 |
+
"fb_fre_mid_ne": -0.720861,
|
| 108 |
+
"fb_fre_mid_snr": 12.805969,
|
| 109 |
+
"fb_fre_high_ne": -0.990196,
|
| 110 |
+
"fb_fre_high_snr": 12.160565,
|
| 111 |
+
"fb_fre_very_high_ne": -3.81625,
|
| 112 |
+
"fb_fre_very_high_snr": 14.338701
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.332
|
| 118 |
+
}
|
models/atten_unet/poisson_snrneg5_seed44/metrics_summary.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
|
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|
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|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
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|
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|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
|
|
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|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"noisy": {
|
| 3 |
+
"snr": -5.0,
|
| 4 |
+
"psnr": 19.6665,
|
| 5 |
+
"ssim": 0.2453,
|
| 6 |
+
"mae": 0.087522,
|
| 7 |
+
"mse": 0.0127410888671875,
|
| 8 |
+
"rmse": 0.109769,
|
| 9 |
+
"eb_wse_very_weak_5_20_ne": 19.597902,
|
| 10 |
+
"eb_wse_very_weak_5_20_snr": -25.213052,
|
| 11 |
+
"eb_wse_weak_20_40_ne": 12.389433,
|
| 12 |
+
"eb_wse_weak_20_40_snr": -21.248566,
|
| 13 |
+
"eb_wse_medium_40_70_ne": 7.139076,
|
| 14 |
+
"eb_wse_medium_40_70_snr": -16.494985,
|
| 15 |
+
"eb_wse_strong_70_100_ne": 0.894935,
|
| 16 |
+
"eb_wse_strong_70_100_snr": 0.966857,
|
| 17 |
+
"fb_fre_low_ne": 2.609712,
|
| 18 |
+
"fb_fre_low_snr": -8.276117,
|
| 19 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 20 |
+
"fb_fre_low_frequency_range_hz": [
|
| 21 |
+
22.4,
|
| 22 |
+
50.72
|
| 23 |
+
],
|
| 24 |
+
"fb_fre_mid_ne": 0.937172,
|
| 25 |
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|
| 26 |
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|
| 27 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 28 |
+
50.72,
|
| 29 |
+
93.2
|
| 30 |
+
],
|
| 31 |
+
"fb_fre_high_ne": 1.314879,
|
| 32 |
+
"fb_fre_high_snr": -2.356621,
|
| 33 |
+
"fb_fre_high_energy_ratio": 0.313958,
|
| 34 |
+
"fb_fre_high_frequency_range_hz": [
|
| 35 |
+
93.2,
|
| 36 |
+
135.68
|
| 37 |
+
],
|
| 38 |
+
"fb_fre_very_high_ne": 4.705552,
|
| 39 |
+
"fb_fre_very_high_snr": -13.320135,
|
| 40 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 41 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 42 |
+
135.68,
|
| 43 |
+
164.0
|
| 44 |
+
]
|
| 45 |
+
},
|
| 46 |
+
"denoised": {
|
| 47 |
+
"snr": 10.7614,
|
| 48 |
+
"psnr": 35.4279,
|
| 49 |
+
"ssim": 0.9264,
|
| 50 |
+
"mae": 0.011673,
|
| 51 |
+
"mse": 0.00033348234137520194,
|
| 52 |
+
"rmse": 0.017775,
|
| 53 |
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"eb_wse_very_weak_5_20_ne": 1.145936,
|
| 54 |
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"eb_wse_very_weak_5_20_snr": -0.923739,
|
| 55 |
+
"eb_wse_weak_20_40_ne": 1.0607,
|
| 56 |
+
"eb_wse_weak_20_40_snr": -0.423118,
|
| 57 |
+
"eb_wse_medium_40_70_ne": 0.979849,
|
| 58 |
+
"eb_wse_medium_40_70_snr": 0.218876,
|
| 59 |
+
"eb_wse_strong_70_100_ne": 0.248211,
|
| 60 |
+
"eb_wse_strong_70_100_snr": 12.139759,
|
| 61 |
+
"fb_fre_low_ne": 0.310542,
|
| 62 |
+
"fb_fre_low_snr": 10.195394,
|
| 63 |
+
"fb_fre_low_energy_ratio": 0.055981,
|
| 64 |
+
"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
+
50.72
|
| 67 |
+
],
|
| 68 |
+
"fb_fre_mid_ne": 0.22081,
|
| 69 |
+
"fb_fre_mid_snr": 13.151481,
|
| 70 |
+
"fb_fre_mid_energy_ratio": 0.612267,
|
| 71 |
+
"fb_fre_mid_frequency_range_hz": [
|
| 72 |
+
50.72,
|
| 73 |
+
93.2
|
| 74 |
+
],
|
| 75 |
+
"fb_fre_high_ne": 0.326634,
|
| 76 |
+
"fb_fre_high_snr": 9.746735,
|
| 77 |
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"fb_fre_high_energy_ratio": 0.313958,
|
| 78 |
+
"fb_fre_high_frequency_range_hz": [
|
| 79 |
+
93.2,
|
| 80 |
+
135.68
|
| 81 |
+
],
|
| 82 |
+
"fb_fre_very_high_ne": 0.892197,
|
| 83 |
+
"fb_fre_very_high_snr": 1.023474,
|
| 84 |
+
"fb_fre_very_high_energy_ratio": 0.017547,
|
| 85 |
+
"fb_fre_very_high_frequency_range_hz": [
|
| 86 |
+
135.68,
|
| 87 |
+
164.0
|
| 88 |
+
]
|
| 89 |
+
},
|
| 90 |
+
"delta": {
|
| 91 |
+
"snr": 15.761383,
|
| 92 |
+
"psnr": 15.761383,
|
| 93 |
+
"ssim": 0.681079,
|
| 94 |
+
"mae": -0.07585,
|
| 95 |
+
"mse": -0.012408,
|
| 96 |
+
"rmse": -0.091994,
|
| 97 |
+
"eb_wse_very_weak_5_20_ne": -18.451966,
|
| 98 |
+
"eb_wse_very_weak_5_20_snr": 24.289313,
|
| 99 |
+
"eb_wse_weak_20_40_ne": -11.328733,
|
| 100 |
+
"eb_wse_weak_20_40_snr": 20.825448,
|
| 101 |
+
"eb_wse_medium_40_70_ne": -6.159227,
|
| 102 |
+
"eb_wse_medium_40_70_snr": 16.713861,
|
| 103 |
+
"eb_wse_strong_70_100_ne": -0.646724,
|
| 104 |
+
"eb_wse_strong_70_100_snr": 11.172902,
|
| 105 |
+
"fb_fre_low_ne": -2.29917,
|
| 106 |
+
"fb_fre_low_snr": 18.471511,
|
| 107 |
+
"fb_fre_mid_ne": -0.716362,
|
| 108 |
+
"fb_fre_mid_snr": 12.58549,
|
| 109 |
+
"fb_fre_high_ne": -0.988245,
|
| 110 |
+
"fb_fre_high_snr": 12.103356,
|
| 111 |
+
"fb_fre_very_high_ne": -3.813355,
|
| 112 |
+
"fb_fre_very_high_snr": 14.343609
|
| 113 |
+
},
|
| 114 |
+
"noise_kind": "poisson",
|
| 115 |
+
"snr_db": -5.0,
|
| 116 |
+
"input_source": "volume_with_synthetic_noise",
|
| 117 |
+
"inference_time_seconds": 2.203
|
| 118 |
+
}
|
results/atten_unet/gaussian_snr0_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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|
| 1 |
+
{
|
| 2 |
+
"experiment": "random_noise_atten_unet_base",
|
| 3 |
+
"noise_kind": "gaussian",
|
| 4 |
+
"snr_db": 0.0,
|
| 5 |
+
"seeds": [
|
| 6 |
+
42,
|
| 7 |
+
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|
| 8 |
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44
|
| 9 |
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],
|
| 10 |
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"num_runs": 3,
|
| 11 |
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"noisy": {
|
| 12 |
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"eb_wse_medium_40_70_ne": {
|
| 13 |
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"mean": 4.015822,
|
| 14 |
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"std": 0.001115
|
| 15 |
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},
|
| 16 |
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"eb_wse_medium_40_70_snr": {
|
| 17 |
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"mean": -11.496317,
|
| 18 |
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"std": 0.003683
|
| 19 |
+
},
|
| 20 |
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"eb_wse_strong_70_100_ne": {
|
| 21 |
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"mean": 0.503376,
|
| 22 |
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"std": 8.3e-05
|
| 23 |
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},
|
| 24 |
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"eb_wse_strong_70_100_snr": {
|
| 25 |
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"mean": 5.964896,
|
| 26 |
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"std": 0.001395
|
| 27 |
+
},
|
| 28 |
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"eb_wse_very_weak_5_20_ne": {
|
| 29 |
+
"mean": 11.014318,
|
| 30 |
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"std": 0.00096
|
| 31 |
+
},
|
| 32 |
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"eb_wse_very_weak_5_20_snr": {
|
| 33 |
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"mean": -20.212093,
|
| 34 |
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"std": 0.000572
|
| 35 |
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},
|
| 36 |
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"eb_wse_weak_20_40_ne": {
|
| 37 |
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"mean": 6.968893,
|
| 38 |
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"std": 0.002505
|
| 39 |
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},
|
| 40 |
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"eb_wse_weak_20_40_snr": {
|
| 41 |
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"mean": -16.248244,
|
| 42 |
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|
| 43 |
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|
| 44 |
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"fb_fre_high_energy_ratio": {
|
| 45 |
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"mean": 0.313958,
|
| 46 |
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"std": 0.0
|
| 47 |
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},
|
| 48 |
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"fb_fre_high_frequency_range_hz": [
|
| 49 |
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|
| 50 |
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|
| 51 |
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],
|
| 52 |
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"fb_fre_high_ne": {
|
| 53 |
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|
| 54 |
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"std": 0.000248
|
| 55 |
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},
|
| 56 |
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"fb_fre_high_snr": {
|
| 57 |
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"mean": 2.642107,
|
| 58 |
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|
| 59 |
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|
| 60 |
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"fb_fre_low_energy_ratio": {
|
| 61 |
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"mean": 0.055981,
|
| 62 |
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|
| 63 |
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|
| 64 |
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"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
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50.72
|
| 67 |
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],
|
| 68 |
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"fb_fre_low_ne": {
|
| 69 |
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|
| 70 |
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"std": 0.000498
|
| 71 |
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},
|
| 72 |
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"fb_fre_low_snr": {
|
| 73 |
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"mean": -3.278063,
|
| 74 |
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"std": 0.002774
|
| 75 |
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},
|
| 76 |
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"fb_fre_mid_energy_ratio": {
|
| 77 |
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"mean": 0.612267,
|
| 78 |
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"std": 0.0
|
| 79 |
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},
|
| 80 |
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"fb_fre_mid_frequency_range_hz": [
|
| 81 |
+
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|
| 82 |
+
93.2
|
| 83 |
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],
|
| 84 |
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"fb_fre_mid_ne": {
|
| 85 |
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"mean": 0.526728,
|
| 86 |
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"std": 0.000146
|
| 87 |
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},
|
| 88 |
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"fb_fre_mid_snr": {
|
| 89 |
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"mean": 5.570756,
|
| 90 |
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"std": 0.002389
|
| 91 |
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},
|
| 92 |
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"fb_fre_very_high_energy_ratio": {
|
| 93 |
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"mean": 0.017547,
|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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"fb_fre_very_high_ne": {
|
| 101 |
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"mean": 2.647872,
|
| 102 |
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|
| 103 |
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|
| 104 |
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"fb_fre_very_high_snr": {
|
| 105 |
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"mean": -8.325039,
|
| 106 |
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"std": 0.001764
|
| 107 |
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},
|
| 108 |
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"mae": {
|
| 109 |
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"mean": 0.049255,
|
| 110 |
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"std": 1e-05
|
| 111 |
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},
|
| 112 |
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"mse": {
|
| 113 |
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"mean": 0.004029,
|
| 114 |
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"std": 1e-06
|
| 115 |
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|
| 116 |
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|
| 117 |
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"mean": 24.6663,
|
| 118 |
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"std": 0.001451
|
| 119 |
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|
| 120 |
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"rmse": {
|
| 121 |
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"mean": 0.061729,
|
| 122 |
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"std": 1.1e-05
|
| 123 |
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|
| 124 |
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|
| 125 |
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"mean": -0.000133,
|
| 126 |
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|
| 127 |
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|
| 128 |
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"ssim": {
|
| 129 |
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|
| 130 |
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"std": 0.000125
|
| 131 |
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|
| 132 |
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|
| 133 |
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"denoised": {
|
| 134 |
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"eb_wse_medium_40_70_ne": {
|
| 135 |
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"mean": 0.877201,
|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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"mean": 1.261583,
|
| 140 |
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|
| 141 |
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},
|
| 142 |
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"eb_wse_strong_70_100_ne": {
|
| 143 |
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"mean": 0.183302,
|
| 144 |
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"std": 0.002576
|
| 145 |
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},
|
| 146 |
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"eb_wse_strong_70_100_snr": {
|
| 147 |
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"mean": 14.818553,
|
| 148 |
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"std": 0.10355
|
| 149 |
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},
|
| 150 |
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"eb_wse_very_weak_5_20_ne": {
|
| 151 |
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"mean": 1.208193,
|
| 152 |
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|
| 153 |
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},
|
| 154 |
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"eb_wse_very_weak_5_20_snr": {
|
| 155 |
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"mean": -1.211569,
|
| 156 |
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"std": 0.198719
|
| 157 |
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},
|
| 158 |
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"eb_wse_weak_20_40_ne": {
|
| 159 |
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"mean": 1.048117,
|
| 160 |
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"std": 0.025011
|
| 161 |
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},
|
| 162 |
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"eb_wse_weak_20_40_snr": {
|
| 163 |
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"mean": -0.20391,
|
| 164 |
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"std": 0.113961
|
| 165 |
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},
|
| 166 |
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"fb_fre_high_energy_ratio": {
|
| 167 |
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"mean": 0.313958,
|
| 168 |
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"std": 0.0
|
| 169 |
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|
| 170 |
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"fb_fre_high_frequency_range_hz": [
|
| 171 |
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|
| 172 |
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|
| 173 |
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],
|
| 174 |
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"fb_fre_high_ne": {
|
| 175 |
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"mean": 0.256986,
|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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"mean": 11.843199,
|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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"mean": 0.055981,
|
| 184 |
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"std": 0.0
|
| 185 |
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|
| 186 |
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"fb_fre_low_frequency_range_hz": [
|
| 187 |
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22.4,
|
| 188 |
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50.72
|
| 189 |
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],
|
| 190 |
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"fb_fre_low_ne": {
|
| 191 |
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"mean": 0.246047,
|
| 192 |
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"std": 0.004483
|
| 193 |
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|
| 194 |
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"fb_fre_low_snr": {
|
| 195 |
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"mean": 12.224586,
|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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"mean": 0.612267,
|
| 200 |
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|
| 201 |
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|
| 202 |
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"fb_fre_mid_frequency_range_hz": [
|
| 203 |
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50.72,
|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
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|
| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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| 227 |
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|
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|
| 229 |
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|
| 230 |
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|
| 231 |
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| 232 |
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|
| 233 |
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|
| 235 |
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|
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|
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|
| 239 |
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|
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
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|
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|
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| 269 |
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|
| 271 |
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|
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| 276 |
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| 277 |
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| 278 |
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|
| 279 |
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|
| 280 |
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|
| 281 |
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|
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|
| 283 |
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| 284 |
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|
| 285 |
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|
| 286 |
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|
| 287 |
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| 288 |
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| 289 |
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|
| 291 |
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| 292 |
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| 293 |
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|
| 294 |
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|
| 295 |
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|
| 296 |
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|
| 297 |
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|
| 298 |
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|
| 299 |
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|
| 300 |
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"fb_fre_low_snr": {
|
| 301 |
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|
| 302 |
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|
| 303 |
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|
| 304 |
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"fb_fre_mid_ne": {
|
| 305 |
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|
| 306 |
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|
| 307 |
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|
| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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|
| 312 |
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"fb_fre_very_high_ne": {
|
| 313 |
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|
| 314 |
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|
| 315 |
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|
| 316 |
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"fb_fre_very_high_snr": {
|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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"mae": {
|
| 321 |
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|
| 322 |
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|
| 323 |
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|
| 324 |
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"mse": {
|
| 325 |
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|
| 326 |
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"std": 2e-06
|
| 327 |
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|
| 328 |
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|
| 329 |
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|
| 330 |
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|
| 331 |
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|
| 332 |
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"rmse": {
|
| 333 |
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|
| 334 |
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|
| 335 |
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|
| 336 |
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"snr": {
|
| 337 |
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|
| 338 |
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|
| 339 |
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|
| 340 |
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|
| 341 |
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|
| 342 |
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|
| 343 |
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|
| 344 |
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}
|
| 345 |
+
}
|
results/atten_unet/gaussian_snr5_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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|
| 1 |
+
{
|
| 2 |
+
"experiment": "random_noise_atten_unet_base",
|
| 3 |
+
"noise_kind": "gaussian",
|
| 4 |
+
"snr_db": 5.0,
|
| 5 |
+
"seeds": [
|
| 6 |
+
42,
|
| 7 |
+
43,
|
| 8 |
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44
|
| 9 |
+
],
|
| 10 |
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"num_runs": 3,
|
| 11 |
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"noisy": {
|
| 12 |
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"eb_wse_medium_40_70_ne": {
|
| 13 |
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"mean": 2.258262,
|
| 14 |
+
"std": 0.000627
|
| 15 |
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},
|
| 16 |
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"eb_wse_medium_40_70_snr": {
|
| 17 |
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"mean": -6.496317,
|
| 18 |
+
"std": 0.003683
|
| 19 |
+
},
|
| 20 |
+
"eb_wse_strong_70_100_ne": {
|
| 21 |
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"mean": 0.283069,
|
| 22 |
+
"std": 4.6e-05
|
| 23 |
+
},
|
| 24 |
+
"eb_wse_strong_70_100_snr": {
|
| 25 |
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"mean": 10.964896,
|
| 26 |
+
"std": 0.001395
|
| 27 |
+
},
|
| 28 |
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"eb_wse_very_weak_5_20_ne": {
|
| 29 |
+
"mean": 6.193806,
|
| 30 |
+
"std": 0.00054
|
| 31 |
+
},
|
| 32 |
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"eb_wse_very_weak_5_20_snr": {
|
| 33 |
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"mean": -15.212093,
|
| 34 |
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"std": 0.000572
|
| 35 |
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},
|
| 36 |
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"eb_wse_weak_20_40_ne": {
|
| 37 |
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"mean": 3.918897,
|
| 38 |
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"std": 0.001408
|
| 39 |
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},
|
| 40 |
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"eb_wse_weak_20_40_snr": {
|
| 41 |
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"mean": -11.248244,
|
| 42 |
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|
| 43 |
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},
|
| 44 |
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"fb_fre_high_energy_ratio": {
|
| 45 |
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"mean": 0.313958,
|
| 46 |
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"std": 0.0
|
| 47 |
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},
|
| 48 |
+
"fb_fre_high_frequency_range_hz": [
|
| 49 |
+
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|
| 50 |
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|
| 51 |
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],
|
| 52 |
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"fb_fre_high_ne": {
|
| 53 |
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"mean": 0.41584,
|
| 54 |
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"std": 0.00014
|
| 55 |
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},
|
| 56 |
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"fb_fre_high_snr": {
|
| 57 |
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"mean": 7.642107,
|
| 58 |
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"std": 0.002849
|
| 59 |
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|
| 60 |
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"fb_fre_low_energy_ratio": {
|
| 61 |
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"mean": 0.055981,
|
| 62 |
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"std": 0.0
|
| 63 |
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},
|
| 64 |
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"fb_fre_low_frequency_range_hz": [
|
| 65 |
+
22.4,
|
| 66 |
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50.72
|
| 67 |
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],
|
| 68 |
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"fb_fre_low_ne": {
|
| 69 |
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"mean": 0.825487,
|
| 70 |
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"std": 0.00028
|
| 71 |
+
},
|
| 72 |
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"fb_fre_low_snr": {
|
| 73 |
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"mean": 1.721937,
|
| 74 |
+
"std": 0.002774
|
| 75 |
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},
|
| 76 |
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"fb_fre_mid_energy_ratio": {
|
| 77 |
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"mean": 0.612267,
|
| 78 |
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"std": 0.0
|
| 79 |
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},
|
| 80 |
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"fb_fre_mid_frequency_range_hz": [
|
| 81 |
+
50.72,
|
| 82 |
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93.2
|
| 83 |
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],
|
| 84 |
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"fb_fre_mid_ne": {
|
| 85 |
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"mean": 0.296201,
|
| 86 |
+
"std": 8.2e-05
|
| 87 |
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},
|
| 88 |
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"fb_fre_mid_snr": {
|
| 89 |
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"mean": 10.570756,
|
| 90 |
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"std": 0.002389
|
| 91 |
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},
|
| 92 |
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"fb_fre_very_high_energy_ratio": {
|
| 93 |
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"mean": 0.017547,
|
| 94 |
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"std": 0.0
|
| 95 |
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},
|
| 96 |
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"fb_fre_very_high_frequency_range_hz": [
|
| 97 |
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135.68,
|
| 98 |
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164.0
|
| 99 |
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],
|
| 100 |
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"fb_fre_very_high_ne": {
|
| 101 |
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"mean": 1.489008,
|
| 102 |
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|
| 103 |
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},
|
| 104 |
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"fb_fre_very_high_snr": {
|
| 105 |
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"mean": -3.325039,
|
| 106 |
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"std": 0.001764
|
| 107 |
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},
|
| 108 |
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"mae": {
|
| 109 |
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| 110 |
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| 111 |
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| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 169 |
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| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
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|
| 176 |
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|
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|
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| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
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|
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|
| 211 |
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|
| 212 |
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|
| 213 |
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| 214 |
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|
| 215 |
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|
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
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|
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|
| 223 |
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|
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|
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|
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|
| 230 |
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|
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|
| 233 |
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| 234 |
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| 235 |
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|
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|
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|
| 239 |
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|
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|
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|
| 242 |
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|
| 243 |
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|
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|
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| 246 |
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| 247 |
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|
| 250 |
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|
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|
| 254 |
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| 255 |
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|
| 257 |
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|
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|
| 261 |
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|
| 263 |
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| 264 |
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|
| 265 |
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|
| 267 |
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|
| 269 |
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|
| 270 |
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|
| 271 |
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|
| 272 |
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|
| 273 |
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| 274 |
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|
| 275 |
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| 276 |
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|
| 277 |
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|
| 278 |
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|
| 279 |
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|
| 280 |
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|
| 281 |
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|
| 282 |
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|
| 283 |
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|
| 284 |
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|
| 285 |
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|
| 286 |
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|
| 287 |
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|
| 288 |
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|
| 289 |
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|
| 290 |
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|
| 291 |
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|
| 292 |
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|
| 293 |
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|
| 294 |
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|
| 295 |
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|
| 296 |
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|
| 297 |
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|
| 298 |
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|
| 299 |
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|
| 300 |
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"fb_fre_low_snr": {
|
| 301 |
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|
| 302 |
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|
| 303 |
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|
| 304 |
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|
| 305 |
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|
| 306 |
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|
| 307 |
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|
| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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|
| 312 |
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|
| 313 |
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|
| 314 |
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|
| 315 |
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|
| 316 |
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|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 321 |
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|
| 322 |
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|
| 323 |
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|
| 324 |
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|
| 325 |
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|
| 326 |
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|
| 327 |
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|
| 328 |
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|
| 329 |
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|
| 330 |
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|
| 331 |
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|
| 332 |
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|
| 333 |
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|
| 334 |
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|
| 335 |
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|
| 336 |
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|
| 337 |
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|
| 338 |
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|
| 339 |
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|
| 340 |
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|
| 341 |
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|
| 342 |
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|
| 343 |
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|
| 344 |
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}
|
| 345 |
+
}
|
results/atten_unet/gaussian_snrneg5_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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|
| 1 |
+
{
|
| 2 |
+
"experiment": "random_noise_atten_unet_base",
|
| 3 |
+
"noise_kind": "gaussian",
|
| 4 |
+
"snr_db": -5.0,
|
| 5 |
+
"seeds": [
|
| 6 |
+
42,
|
| 7 |
+
43,
|
| 8 |
+
44
|
| 9 |
+
],
|
| 10 |
+
"num_runs": 3,
|
| 11 |
+
"noisy": {
|
| 12 |
+
"eb_wse_medium_40_70_ne": {
|
| 13 |
+
"mean": 7.141253,
|
| 14 |
+
"std": 0.001983
|
| 15 |
+
},
|
| 16 |
+
"eb_wse_medium_40_70_snr": {
|
| 17 |
+
"mean": -16.496317,
|
| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 25 |
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| 29 |
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| 132 |
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| 133 |
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| 163 |
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| 246 |
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| 255 |
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| 280 |
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|
| 281 |
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|
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| 296 |
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|
| 297 |
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|
| 298 |
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|
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|
| 300 |
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|
| 301 |
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|
| 302 |
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|
| 303 |
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|
| 304 |
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|
| 305 |
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|
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|
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| 308 |
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|
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|
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|
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|
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|
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|
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|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 321 |
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|
| 322 |
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|
| 323 |
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|
| 324 |
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|
| 325 |
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|
| 326 |
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|
| 327 |
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|
| 328 |
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|
| 329 |
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|
| 330 |
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|
| 331 |
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|
| 332 |
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|
| 333 |
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|
| 334 |
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|
| 335 |
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|
| 336 |
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|
| 337 |
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|
| 338 |
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|
| 339 |
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|
| 340 |
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|
| 341 |
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|
| 343 |
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|
| 344 |
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}
|
| 345 |
+
}
|
results/atten_unet/poisson_snr0_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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| 1 |
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| 2 |
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| 3 |
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44
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| 9 |
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| 11 |
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| 13 |
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| 29 |
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| 337 |
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"mean": 12.798654,
|
| 338 |
+
"std": 0.119172
|
| 339 |
+
},
|
| 340 |
+
"ssim": {
|
| 341 |
+
"mean": 0.461462,
|
| 342 |
+
"std": 0.000732
|
| 343 |
+
}
|
| 344 |
+
}
|
| 345 |
+
}
|
results/atten_unet/poisson_snr5_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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|
| 1 |
+
{
|
| 2 |
+
"experiment": "random_noise_atten_unet_base",
|
| 3 |
+
"noise_kind": "poisson",
|
| 4 |
+
"snr_db": 5.0,
|
| 5 |
+
"seeds": [
|
| 6 |
+
42,
|
| 7 |
+
43,
|
| 8 |
+
44
|
| 9 |
+
],
|
| 10 |
+
"num_runs": 3,
|
| 11 |
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"noisy": {
|
| 12 |
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"eb_wse_medium_40_70_ne": {
|
| 13 |
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"mean": 2.257791,
|
| 14 |
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"std": 0.000581
|
| 15 |
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},
|
| 16 |
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"eb_wse_medium_40_70_snr": {
|
| 17 |
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"mean": -6.49254,
|
| 18 |
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"std": 0.001236
|
| 19 |
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},
|
| 20 |
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"eb_wse_strong_70_100_ne": {
|
| 21 |
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"mean": 0.28306,
|
| 22 |
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"std": 2.7e-05
|
| 23 |
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},
|
| 24 |
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"eb_wse_strong_70_100_snr": {
|
| 25 |
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"mean": 10.965101,
|
| 26 |
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"std": 0.000747
|
| 27 |
+
},
|
| 28 |
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"eb_wse_very_weak_5_20_ne": {
|
| 29 |
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"mean": 6.197356,
|
| 30 |
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"std": 0.000997
|
| 31 |
+
},
|
| 32 |
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"eb_wse_very_weak_5_20_snr": {
|
| 33 |
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"mean": -15.214371,
|
| 34 |
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"std": 0.002048
|
| 35 |
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},
|
| 36 |
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"eb_wse_weak_20_40_ne": {
|
| 37 |
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|
| 38 |
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"std": 0.001631
|
| 39 |
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|
| 40 |
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"eb_wse_weak_20_40_snr": {
|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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"fb_fre_high_energy_ratio": {
|
| 45 |
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"mean": 0.313958,
|
| 46 |
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|
| 47 |
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},
|
| 48 |
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"fb_fre_high_frequency_range_hz": [
|
| 49 |
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93.2,
|
| 50 |
+
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|
| 51 |
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],
|
| 52 |
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"fb_fre_high_ne": {
|
| 53 |
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|
| 54 |
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"std": 6.4e-05
|
| 55 |
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|
| 56 |
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"fb_fre_high_snr": {
|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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"fb_fre_low_energy_ratio": {
|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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"fb_fre_low_frequency_range_hz": [
|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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"fb_fre_low_ne": {
|
| 69 |
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|
| 70 |
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"std": 2.9e-05
|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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"fb_fre_mid_frequency_range_hz": [
|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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"fb_fre_mid_ne": {
|
| 85 |
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"mean": 0.296184,
|
| 86 |
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"std": 4.6e-05
|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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"mse": {
|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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"denoised": {
|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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},
|
| 146 |
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"eb_wse_strong_70_100_snr": {
|
| 147 |
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"mean": 17.406707,
|
| 148 |
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|
| 149 |
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},
|
| 150 |
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"eb_wse_very_weak_5_20_ne": {
|
| 151 |
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"mean": 1.177993,
|
| 152 |
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|
| 153 |
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|
| 154 |
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"eb_wse_very_weak_5_20_snr": {
|
| 155 |
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"mean": -0.850135,
|
| 156 |
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|
| 157 |
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},
|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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| 247 |
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| 248 |
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| 249 |
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| 250 |
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| 257 |
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| 261 |
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| 277 |
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| 279 |
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| 280 |
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| 281 |
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| 283 |
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| 285 |
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| 297 |
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| 298 |
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| 299 |
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| 300 |
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| 301 |
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| 303 |
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| 304 |
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| 305 |
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|
| 306 |
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|
| 307 |
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| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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| 312 |
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|
| 313 |
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|
| 314 |
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|
| 315 |
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| 316 |
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|
| 317 |
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|
| 318 |
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|
| 319 |
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|
| 320 |
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|
| 321 |
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|
| 322 |
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|
| 323 |
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|
| 324 |
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|
| 325 |
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|
| 326 |
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|
| 327 |
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|
| 328 |
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|
| 329 |
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|
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|
| 331 |
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|
| 332 |
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|
| 333 |
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|
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|
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| 336 |
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| 337 |
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|
| 344 |
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}
|
| 345 |
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}
|
results/atten_unet/poisson_snrneg5_seed_stats/metrics_summary_mean_std.json
ADDED
|
@@ -0,0 +1,345 @@
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|
| 1 |
+
{
|
| 2 |
+
"experiment": "random_noise_atten_unet_base",
|
| 3 |
+
"noise_kind": "poisson",
|
| 4 |
+
"snr_db": -5.0,
|
| 5 |
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"seeds": [
|
| 6 |
+
42,
|
| 7 |
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|
| 8 |
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44
|
| 9 |
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],
|
| 10 |
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"num_runs": 3,
|
| 11 |
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"noisy": {
|
| 12 |
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|
| 13 |
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"mean": 7.139934,
|
| 14 |
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"std": 0.002099
|
| 15 |
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| 16 |
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"eb_wse_medium_40_70_snr": {
|
| 17 |
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"mean": -16.494287,
|
| 18 |
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"std": 0.001861
|
| 19 |
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|
| 20 |
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"eb_wse_strong_70_100_ne": {
|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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"eb_wse_strong_70_100_snr": {
|
| 25 |
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|
| 26 |
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"std": 0.002114
|
| 27 |
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},
|
| 28 |
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"eb_wse_very_weak_5_20_ne": {
|
| 29 |
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"mean": 19.590212,
|
| 30 |
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"std": 0.011286
|
| 31 |
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},
|
| 32 |
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"eb_wse_very_weak_5_20_snr": {
|
| 33 |
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"mean": -25.214056,
|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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"fb_fre_high_frequency_range_hz": [
|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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"fb_fre_very_high_ne": {
|
| 101 |
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|
| 102 |
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|
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|
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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"denoised": {
|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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},
|
| 142 |
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"eb_wse_strong_70_100_ne": {
|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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"eb_wse_strong_70_100_snr": {
|
| 147 |
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"mean": 12.283018,
|
| 148 |
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|
| 149 |
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|
| 150 |
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"eb_wse_very_weak_5_20_ne": {
|
| 151 |
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"mean": 1.231557,
|
| 152 |
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|
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