Download metrics/patchcore_benchmark_metrics.json from TAC13/industrial-damage-patchcore-bottle: direct link, hf CLI and curl.
- Browser
- Download file 2.57 kB
-
https://huggingface.co/TAC13/industrial-damage-patchcore-bottle/resolve/main/metrics/patchcore_benchmark_metrics.json
- Command line
-
hf download hf://TAC13/industrial-damage-patchcore-bottle/metrics/patchcore_benchmark_metrics.json
-
curl -L -o patchcore_benchmark_metrics.json https://huggingface.co/TAC13/industrial-damage-patchcore-bottle/resolve/main/metrics/patchcore_benchmark_metrics.json
2.57 kB
| { | |
| "model": "PatchCore (Wide-ResNet-50-2)", | |
| "image_auroc": 1.0, | |
| "pixel_auroc": 0.9848, | |
| "aupro": 0.9376, | |
| "threshold_oracle": 17.6255, | |
| "f1_score_oracle": 1.0, | |
| "latency": { | |
| "mean_ms": 26.31, | |
| "median_ms": 26.25, | |
| "p95_ms": 27.51, | |
| "p99_ms": 28.23 | |
| }, | |
| "ablations": [ | |
| { | |
| "name": "Baseline (Wide-ResNet-50-2, 10% Coreset, Smoothed, Max)", | |
| "backbone": "wide_resnet50_2", | |
| "coreset": "10%", | |
| "sigma": 4.0, | |
| "score": "max", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9847576161913671, | |
| "aupro": 0.9376155490308582, | |
| "mem_mb": 96.01171875, | |
| "latency_ms": 50.533762897353576, | |
| "fit_sec": 36.49598503112793 | |
| }, | |
| { | |
| "name": "Backbone: ResNet-18 (Lightweight Edge Model)", | |
| "backbone": "resnet18", | |
| "coreset": "10%", | |
| "sigma": 4.0, | |
| "score": "max", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9807200360311872, | |
| "aupro": 0.9259910850544127, | |
| "mem_mb": 24.0029296875, | |
| "latency_ms": 32.734560679240396, | |
| "fit_sec": 34.55542707443237 | |
| }, | |
| { | |
| "name": "Coreset: 5% Subsampling (~8k prototypes)", | |
| "backbone": "resnet18", | |
| "coreset": "5%", | |
| "sigma": 4.0, | |
| "score": "max", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9805517107263058, | |
| "aupro": 0.925901812220523, | |
| "mem_mb": 12.00146484375, | |
| "latency_ms": 31.451409121593798, | |
| "fit_sec": 20.21631360054016 | |
| }, | |
| { | |
| "name": "Coreset: 20% Subsampling (~32k prototypes)", | |
| "backbone": "resnet18", | |
| "coreset": "20%", | |
| "sigma": 4.0, | |
| "score": "max", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9807844158714837, | |
| "aupro": 0.9247464763757557, | |
| "mem_mb": 48.005859375, | |
| "latency_ms": 36.299288990985914, | |
| "fit_sec": 64.38630223274231 | |
| }, | |
| { | |
| "name": "Filtering: Raw Bilinear (No Gaussian, sigma=0.0)", | |
| "backbone": "resnet18", | |
| "coreset": "10%", | |
| "sigma": 0.0, | |
| "score": "max", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9809603833982007, | |
| "aupro": 0.9288506647415603, | |
| "mem_mb": 24.0029296875, | |
| "latency_ms": 34.37591173562659, | |
| "fit_sec": 35.04556965827942 | |
| }, | |
| { | |
| "name": "Scoring: Top-5 Mean Patch Distance (Speckle Robust)", | |
| "backbone": "resnet18", | |
| "coreset": "10%", | |
| "sigma": 4.0, | |
| "score": "top_k", | |
| "img_auroc": 1.0, | |
| "pix_auroc": 0.9807200360311872, | |
| "aupro": 0.9259910850544127, | |
| "mem_mb": 24.0029296875, | |
| "latency_ms": 42.58316970733275, | |
| "fit_sec": 34.67751359939575 | |
| } | |
| ] | |
| } |