Anomaly Localization on MVTec-AD 2019
99BottleP-Net (P-NET*)
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| P-Net (P-NET*)supervision level=unsupervised2020.07 | 99 | 70 | 84 | 57 | 98 | 97 | 89 | 79 | 91 | 100 | 97 | 99 | 82 | 98 | 90 | 89 | 0.12 | |
| FCDDsupervision level=unsupervised2020.07 | 97 | 90 | 93 | 96 | 91 | 95 | 98 | 94 | 81 | 86 | 91 | 94 | 88 | 88 | 92 | 92 | 0.04 | |
| FCDDsupervision level=semi-supervised2020.07 | 96 | 93 | 95 | 99 | 95 | 97 | 99 | 98 | 97 | 93 | 98 | 95 | 90 | 94 | 98 | 96 | 0.02 | |
| Self-Similarity (AE-SS*)supervision level=unsupervised2020.07 | 93 | 82 | 94 | 87 | 94 | 97 | 78 | 89 | 91 | 96 | 59 | 92 | 90 | 73 | 88 | 86 | 0.1 | |
| Gradient Descent Reconstruction with VAEs (GDR*)supervision level=unsupervised2020.07 | 92 | 91 | 92 | 74 | 96 | 98 | 93 | 91 | 93 | 95 | 65 | 99 | 92 | 84 | 87 | 89 | 0.09 | |
| Visually Explained Variational Autoencoder (VEVAE*)supervision level=unsupervised2020.07 | 87 | 90 | 74 | 78 | 73 | 98 | 95 | 94 | 83 | 97 | 80 | 94 | 93 | 77 | 78 | 86 | 0.09 | |
| L2 Autoencoder (AE-L2*)supervision level=unsupervised2020.07 | 86 | 86 | 88 | 59 | 90 | 95 | 75 | 86 | 85 | 96 | 51 | 93 | 86 | 73 | 77 | 82 | 0.13 | |
| AnoGAN*supervision level=unsupervised2020.07 | 86 | 78 | 84 | 54 | 58 | 87 | 64 | 76 | 87 | 80 | 50 | 90 | 80 | 62 | 78 | 74 | 0.13 | |
| Superpixel Masking and Inpainting (SMAI*)supervision level=unsupervised2020.07 | 86 | 92 | 93 | 88 | 97 | 97 | 86 | 92 | 92 | 96 | 62 | 96 | 85 | 80 | 90 | 89 | 0.09 | |
| CNN Feature Dictionaries (CNNFD*)supervision level=unsupervised2020.07 | 78 | 79 | 84 | 72 | 59 | 72 | 87 | 82 | 68 | 87 | 93 | 77 | 66 | 91 | 76 | 78 | 0.1 |