Defect Detection on MVTec-AD
97.23AUROCIRP
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IRPNoise Level=0%, Entity=Tile2024.08 | 97.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Leather2024.08 | 97.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FPFNet2026.04 | 97.1 | 94 | 91.1 | 99.4 | 91.8 | 92.2 | 99.2 | 98.1 | 99.6 | 98.5 | 99.6 | 98.7 | 100 | 100 | 95 | 100 | |
| UniAD2026.04 | 96.5 | 99.8 | 96.1 | 87.1 | 99.8 | 99.3 | 93.7 | 88.5 | 94.1 | 95.2 | 99.7 | 97.6 | 99.2 | 98.3 | 96.5 | 99.8 | |
| CDO2026.04 | 95.6 | 87 | 99.9 | 93.9 | 81.5 | 94.1 | 98 | 97 | 96.1 | 89.1 | 99.4 | 95.6 | 100 | 99 | 99.5 | 100 | |
| RD++2026.04 | 95.3 | 94.6 | 84.1 | 99.6 | 99.2 | 92.9 | 89 | 95.7 | 98.2 | 90.3 | 84.5 | 99.7 | 99.9 | 99 | 95 | 100 | |
| RD4AD2026.04 | 95.2 | 59.5 | 73.9 | 99.9 | 97.4 | 92.5 | 93.3 | 88.8 | 95 | 92.7 | 97.9 | 99.8 | 93.3 | 98.9 | 91.7 | 97.2 | |
| IRPNoise Level=0%, Entity=Bottle2024.08 | 93.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Zipper2024.08 | 93.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BGAD2026.04 | 93.3 | 87.1 | 71.8 | 98.5 | 85 | 87.7 | 93.8 | 88.2 | 98 | 96.1 | 98.8 | 93.7 | 100 | 100 | 99.9 | 100 | |
| IRPNoise Level=0%, Entity=Cable2024.08 | 92.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Average2024.08 | 91.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSRNoise Level=0%2024.08 | 89.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Screw2024.08 | 89.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=0%2024.08 | 89.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Pill2024.08 | 88.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=MetalNut2024.08 | 88.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=10%, Entity=Average2024.08 | 87.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSR2026.04 | 87.4 | 96.5 | 82.6 | 72.6 | 94.5 | 86.8 | 75.4 | 72.3 | 88 | 83.6 | 98.5 | 99.1 | 97.3 | 97.4 | 94.8 | 89.3 | |
| ReContrast2026.04 | 87.2 | 95.1 | 92.1 | 93.2 | 95.8 | 68.3 | 62.8 | 73.6 | 87.5 | 97.2 | 92.4 | 96 | 83.7 | 87.3 | 91.6 | 91 | |
| DRAEM2026.04 | 86.8 | 88.9 | 65 | 51.1 | 91.7 | 82.2 | 54 | 82.4 | 94.7 | 74.5 | 97.7 | 99.1 | 94.9 | 98.8 | 84.9 | 99.2 | |
| OSRNoise Level=10%2024.08 | 86.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=20%, Entity=Average2024.08 | 86.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Capsule2024.08 | 85.92 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=10%2024.08 | 84.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=0%, Entity=Carpet2024.08 | 83.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSRNoise Level=20%2024.08 | 83.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=20%2024.08 | 82.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=30%, Entity=Average2024.08 | 82.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=40%, Entity=Average2024.08 | 79.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSRNoise Level=30%2024.08 | 79.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=30%2024.08 | 77.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IRPNoise Level=50%, Entity=Average2024.08 | 77.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OSRNoise Level=40%2024.08 | 76.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeSTSeg2026.04 | 73.8 | 55.9 | 62.7 | 64 | 65 | 81.2 | 71.9 | 57.4 | 57.5 | 71.7 | 75.3 | 91.1 | 94.5 | 99.4 | 95.1 | 64.3 | |
| OSRNoise Level=50%2024.08 | 73.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=40%2024.08 | 73.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaNoise Level=50%2024.08 | 71.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |