|
Download README.md from peanut2butter9/anode-models: direct link, hf CLI and curl.
- Browser
- Download file 1.53 kB
-
https://huggingface.co/peanut2butter9/anode-models/resolve/main/README.md
- Command line
-
hf download hf://peanut2butter9/anode-models/README.md
-
curl -L -o README.md https://huggingface.co/peanut2butter9/anode-models/resolve/main/README.md
1.53 kB
| license: cc-by-nc-sa-4.0 | |
| tags: | |
| - anomaly-detection | |
| - industrial-inspection | |
| - mvtec-ad | |
| - mvtec-loco | |
| - patchcore | |
| - csad | |
| # AnoDe model bundle | |
| The models, thresholds and sample images served by the AnoDe web platform | |
| (Space: [peanut2butter9/anode](https://huggingface.co/spaces/peanut2butter9/anode)). | |
| | Products | Model | Files | Decision threshold | | |
| |---|---|---|---| | |
| | 15 MVTec AD categories | PatchCore (our implementation; WideResNet-50, 10% coreset) | `models/patchcore/<category>.pt` (fp16 memory bank) | mean + 3 std of scores on 10% held-out normal training images | | |
| | 5 MVTec LOCO AD categories | CSAD, released checkpoints (Hsieh & Lai, BMVC 2024) | `models/csad/<category>.pth` | mean + 3 std of scores on the official validation split | | |
| `manifest.json` lists every product with its model file, threshold, the | |
| validation scores behind it, and its sample images (`samples/`, 512 px PNG, | |
| with ground-truth masks for anomalous images). | |
| The benchmark behind these choices and the reasons GLASS is not deployed | |
| (its released checkpoints leave no normal images to calibrate a threshold) | |
| are documented in the project repository. | |
| ## Licenses | |
| - Sample images, and models trained on them: MVTec AD (Bergmann et al., IJCV | |
| 2021) and MVTec LOCO AD (Bergmann et al., IJCV 2022), (c) MVTec Software | |
| GmbH, [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). | |
| Non-commercial use only. | |
| - CSAD checkpoints: from https://github.com/Tokichan/CSAD, Apache License 2.0 | |
| (`models/csad/LICENSE`). | |