Machine Vision / AOI
machine_vision
Industrial Inspection
Photon
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
C → D
Benchmark Variants & Leaderboards
Machine Vision / AOI
Machine Vision / AOI
Spec Notation
C → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | UniAD | 0.809 | 34.61 | 0.965 | ✓ Certified | You et al., NeurIPS 2022 |
| 🥈 | PatchCore | 0.738 | 31.24 | 0.934 | ✓ Certified | Roth et al., CVPR 2022 |
| 🥉 | PnP-ADMM | 0.672 | 29.7 | 0.855 | ✓ Certified | ADMM + denoiser prior |
| 4 | Template Match | 0.646 | 27.59 | 0.872 | ✓ Certified | Brunelli, Template Matching, 2009 |
Mismatch Parameters (4) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| focus_distance_error | f_d | Focus distance error (mm) | 0.0 | 1.0 |
| lens_distortion_k1 | l_d | Lens distortion k1 (-) | 0.0 | 0.02 |
| exposure_time_drift | e_t | Exposure time drift (ms) | 10.0 | 10.4 |
| white_balance_gain | w_b | White balance gain (-) | 1.0 | 1.02 |