---
license: apache-2.0
library_name: anomalib
pipeline_tag: image-classification
tags:
  - anomaly-detection
  - computer-vision
  - pcb
  - efficientad
  - robustad
---

# VisionQC EfficientAD-medium for RobustAD PCB

EfficientAD-medium checkpoint trained on the RobustAD PCB source domain with
Anomalib. The best checkpoint was selected using image AUROC on a 20%
synthetic validation split with early stopping.

## Benchmark

| Domain | Image AUROC | Pixel AUROC | Pixel AUPRO |
| ------ | ----------: | ----------: | ----------: |
| test0  |      0.8221 |      0.9237 |      0.6809 |
| test1  |      0.5000 |      0.6878 |      0.2052 |
| test2  |      0.5000 |      0.7277 |      0.2539 |
| test3  |      0.4917 |      0.8338 |      0.5107 |
| test4  |      0.5000 |      0.8205 |      0.5082 |
| test5  |      0.6250 |      0.8739 |      0.6213 |

The checkpoint is a baseline: image-level performance degrades substantially
under domain shift. See `domain_metrics.csv`, `ard.csv`, and `benchmark.json`
for the complete evaluation output.

## Download

```bash
hf download thangkt/visionqc-efficientad-medium-robustad-pcb \
  model-best.ckpt --local-dir weights/robustad-pcb
```

Project: <https://github.com/pnthang04/VisionQC>