Download eval/metrics.json from marklpd/PSRGAN: direct link, hf CLI and curl.
- Browser
- Download file 6.91 kB
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https://huggingface.co/marklpd/PSRGAN/resolve/main/eval/metrics.json
- Command line
-
hf download hf://marklpd/PSRGAN/eval/metrics.json
-
curl -L -o metrics.json https://huggingface.co/marklpd/PSRGAN/resolve/main/eval/metrics.json
6.91 kB
| { | |
| "test": { | |
| "n_patches": 1328, | |
| "results": { | |
| "Bicubic": { | |
| "PSNR": 21.49776915326176, | |
| "PSNR \u00b1": 0.14387326845310344, | |
| "SSIM": 0.5364394646631666, | |
| "SSIM \u00b1": 0.0064225451768439145, | |
| "LPIPS": 0.6041575924953423, | |
| "LPIPS \u00b1": 0.003990337404112855, | |
| "VGG": 8.273993049759463, | |
| "OT": 0.0032254697611914522 | |
| }, | |
| "Real-ESRGAN": { | |
| "PSNR": 20.19666597857533, | |
| "PSNR \u00b1": 0.1276602919558633, | |
| "SSIM": 0.4692482266979045, | |
| "SSIM \u00b1": 0.005693720010719042, | |
| "LPIPS": 0.35286287219454365, | |
| "LPIPS \u00b1": 0.00352962459376743, | |
| "VGG": 8.759842642818588, | |
| "OT": 0.003986199880131038 | |
| }, | |
| "PSRGAN (PSNR)": { | |
| "PSNR": 21.822679025581085, | |
| "PSNR \u00b1": 0.1470447955885118, | |
| "SSIM": 0.5925849931292146, | |
| "SSIM \u00b1": 0.005424766726650613, | |
| "LPIPS": 0.21596483225900545, | |
| "LPIPS \u00b1": 0.0023396421226019584, | |
| "VGG": 4.909330322081784, | |
| "OT": 0.0028652661993359045 | |
| }, | |
| "PSRGAN": { | |
| "PSNR": 21.227516684187464, | |
| "PSNR \u00b1": 0.14387670305781863, | |
| "SSIM": 0.5555509904915669, | |
| "SSIM \u00b1": 0.005315081208492215, | |
| "LPIPS": 0.19705359390319652, | |
| "LPIPS \u00b1": 0.002185265603326953, | |
| "VGG": 5.644903958561909, | |
| "OT": 0.0022159786361931675 | |
| } | |
| }, | |
| "psrgan_win_rate": { | |
| "Bicubic": { | |
| "PSNR": 0.25978915662650603, | |
| "SSIM": 0.6528614457831325, | |
| "LPIPS": 1.0 | |
| }, | |
| "Real-ESRGAN": { | |
| "PSNR": 0.9789156626506024, | |
| "SSIM": 0.9992469879518072, | |
| "LPIPS": 0.9992469879518072 | |
| }, | |
| "PSRGAN (PSNR)": { | |
| "PSNR": 0.0030120481927710845, | |
| "SSIM": 0.0007530120481927711, | |
| "LPIPS": 0.9141566265060241 | |
| } | |
| } | |
| }, | |
| "test_city": { | |
| "n_patches": 128, | |
| "results": { | |
| "Bicubic": { | |
| "PSNR": 21.145912691950798, | |
| "PSNR \u00b1": 0.24896632056309825, | |
| "SSIM": 0.5521608623676002, | |
| "SSIM \u00b1": 0.020581239817082063, | |
| "LPIPS": 0.682545798830688, | |
| "LPIPS \u00b1": 0.014193459440216665, | |
| "VGG": 9.868038892745972, | |
| "OT": 0.0032111122854985297 | |
| }, | |
| "Real-ESRGAN": { | |
| "PSNR": 20.24102108180523, | |
| "PSNR \u00b1": 0.22995863706651173, | |
| "SSIM": 0.5146662218030542, | |
| "SSIM \u00b1": 0.01896918156259728, | |
| "LPIPS": 0.39876320911571383, | |
| "LPIPS \u00b1": 0.01499846419423746, | |
| "VGG": 9.620419025421143, | |
| "OT": 0.003078740439377725 | |
| }, | |
| "PSRGAN (PSNR)": { | |
| "PSNR": 21.22949168086052, | |
| "PSNR \u00b1": 0.2764314352080374, | |
| "SSIM": 0.5952911882195622, | |
| "SSIM \u00b1": 0.0201451164075363, | |
| "LPIPS": 0.2138097024289891, | |
| "LPIPS \u00b1": 0.008865854558016762, | |
| "VGG": 5.893519341945648, | |
| "OT": 0.0032456862973049283 | |
| }, | |
| "PSRGAN": { | |
| "PSNR": 20.739562839269638, | |
| "PSNR \u00b1": 0.26807655153985827, | |
| "SSIM": 0.5647621580865234, | |
| "SSIM \u00b1": 0.019063716132885863, | |
| "LPIPS": 0.1999958916567266, | |
| "LPIPS \u00b1": 0.009628057245861781, | |
| "VGG": 6.763267636299133, | |
| "OT": 0.0025529957201797515 | |
| } | |
| } | |
| }, | |
| "calibration": { | |
| "swag": { | |
| "ECE": 0.009763973441293424, | |
| "coverage_1sigma": 0.7932533423105875, | |
| "coverage_2sigma": 0.9680580298105875, | |
| "reliability": { | |
| "pred_std": [ | |
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| 0.2373795211315155, | |
| 0.25937265157699585, | |
| 0.28135886788368225, | |
| 0.30331218242645264, | |
| 0.32535192370414734 | |
| ], | |
| "rmse": [ | |
| 0.016621891409158707, | |
| 0.0351577065885067, | |
| 0.05634508654475212, | |
| 0.0776439905166626, | |
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| ] | |
| } | |
| }, | |
| "bayesian_heads": { | |
| "ECE": 0.016379543928760162, | |
| "coverage_1sigma": 0.8253360589345297, | |
| "coverage_2sigma": 0.9754957358042399, | |
| "reliability": { | |
| "pred_std": [ | |
| 0.020274830982089043, | |
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| 0.06247585266828537, | |
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| ], | |
| "rmse": [ | |
| 0.015168039128184319, | |
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| 0.05074800178408623, | |
| 0.07053984701633453, | |
| 0.08979737758636475, | |
| 0.11103643476963043, | |
| 0.13154897093772888, | |
| 0.15062454342842102, | |
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| ] | |
| } | |
| } | |
| }, | |
| "uncertainty_error_correlation": { | |
| "pearson": 0.5753540992736816, | |
| "spearman": 0.6487900598499181, | |
| "by_region": { | |
| "edges": { | |
| "pearson": 0.40113452076911926, | |
| "spearman": 0.391505700105598 | |
| }, | |
| "flat": { | |
| "pearson": 0.5664557814598083, | |
| "spearman": 0.6141494526030133 | |
| } | |
| } | |
| }, | |
| "error_by_uncertainty_decile": [ | |
| 0.011369527317583561, | |
| 0.020938774570822716, | |
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| ], | |
| "training": { | |
| "train_patches": 9575, | |
| "val_patches": 1392, | |
| "test_patches": 1328, | |
| "batch_size": 16, | |
| "batches_per_epoch": 64, | |
| "pretrain_epochs": 768, | |
| "freeze_rrdb_epochs": 168, | |
| "adversarial_epochs": 64, | |
| "lr_G": 0.0002, | |
| "lr_D": 0.0002, | |
| "loss_weights_pretrain": { | |
| "NLL": 0.6, | |
| "SSIM": 0.7, | |
| "VGG": 1.0 | |
| }, | |
| "loss_weights_adversarial": { | |
| "ADV": 0.01, | |
| "CX": 0.2 | |
| }, | |
| "swag": { | |
| "snapshots": 32, | |
| "start_epoch": 56, | |
| "collect_every_batches": 16 | |
| }, | |
| "gpu": "NVIDIA A100-SXM4-40GB", | |
| "seed": 42 | |
| } | |
| } |