anode-models / README.md
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metadata
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).

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
    1. and MVTec LOCO AD (Bergmann et al., IJCV 2022), (c) MVTec Software GmbH, CC BY-NC-SA 4.0. Non-commercial use only.
  • CSAD checkpoints: from https://github.com/Tokichan/CSAD, Apache License 2.0 (models/csad/LICENSE).