| --- |
| license: apache-2.0 |
| pretty_name: VerdictAD decision cache |
| tags: |
| - anomaly-detection |
| - few-shot |
| - industrial-inspection |
| - mvtec-ad |
| - visa |
| - mvtec-loco |
| --- |
| |
| # VerdictAD decision cache |
|
|
| Decision-model outputs and reference lists behind every number in |
| **VerdictAD: Few-Shot Anomaly Detection via Decision-Guided Refinement** |
| ([paper](https://arxiv.org/abs/2611.02654), [code](https://github.com/sgstq0811/VerdictAD-Jev-AD)). |
|
|
| With this cache, `evaluate.py` reproduces the VerdictAD results on any detector run without running the decision model (Clef-Flash 9B). |
|
|
| ## Contents |
|
|
| 27 runs: MVTec AD, VisA and MVTec LOCO AD × 1/2/4-shot × three reference draws (seeds 42/43/44 for 1- and 2-shot, 42/43/45 for 4-shot); 49,095 test images in total. |
|
|
| ``` |
| refs/<dataset>_k<shots>_s<seed>/refs_<class>.json the k normal references (paths relative to the dataset root) |
| decisions/<dataset>_k<shots>_s<seed>/<class>.json one record per test image |
| ``` |
|
|
| Each record: |
|
|
| | Field | Meaning | |
| |---|---| |
| | `img_path` | `<class>/test/<type>/<file>`, relative to the dataset root | |
| | `anomaly` | 1 for an anomalous test image | |
| | `z_free` | GVR logit, query image alone | |
| | `z_ref` | GVR logit, query image against the 2×2 reference mosaic | |
| | `boxes` | 32 windows `(x0, y0, x1, y1)` in [0, 1]: 16 crop windows, then the same 16 as red boxes | |
| | `logits` | LVR logit of each window | |
|
|
| The references come from the official SubspaceAD sampler at the given seed, and every detector in the paper uses them. LOCO paths follow the layout written by `tools/prepare_loco.py`; VisA paths follow the 1-class split. |
|
|
| ## Usage |
|
|
| ```bash |
| huggingface-cli download sunsean/VerdictAD --repo-type dataset --local-dir verdictad_cache |
| python evaluate.py <detector_run> verdictad_cache/decisions/mvtec_k4_s42 --subspacead SubspaceAD |
| ``` |
|
|
| `<detector_run>` is a SubspaceAD run (patched to save maps) or a `detectors.py` output that uses `refs/mvtec_k4_s42`. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @article{sun2026verdictad, |
| title = {VerdictAD: Few-Shot Anomaly Detection via Decision-Guided Refinement}, |
| author = {Sun, Shangquan and Luo, Wenjun and Wang, Yuanzhi and Li, Ruiqi and Chen, Ruoyu and Liu, Jiachen and Lu, Shijian}, |
| journal = {arXiv preprint arXiv:2611.02654}, |
| year = {2026} |
| } |
| ``` |
|
|
