Anomaly Detection on Eyecandies (I-AUROC)
98.56Mean I-AUROCText-Guided Multimodal Unified IAD
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Text-Guided Multimodal Unified IADClass=Marshmallow2026.04 | 98.56 | — | — | — | — | — | — | — | — | — | — | 99.64 | |
| CFMClass=Marshmallow2026.04 | 96.96 | — | — | — | — | — | — | — | — | — | — | 99.25 | |
| Text-Guided Multimodal Unified IADClass=PeppermintCandy2026.04 | 95.52 | — | — | — | — | — | — | — | — | — | — | 99.19 | |
| Text-Guided Multimodal Unified IADClass=Confetto2026.04 | 95.2 | — | — | — | — | — | — | — | — | — | — | 99.57 | |
| Text-Guided Multimodal Unified IADClass=ChocolateCookie2026.04 | 93.12 | — | — | — | — | — | — | — | — | — | — | 98.7 | |
| Text-Guided Multimodal Unified IADClass=ChocolatePraline2026.04 | 92.64 | — | — | — | — | — | — | — | — | — | — | 96.83 | |
| GPAD2026.03 | 91.2 | 71 | 100 | 92.8 | 96 | 79.5 | 84.8 | 98.6 | 90.8 | 100 | 98.4 | — | |
| Text-Guided Multimodal Unified IADClass=GummyBear2026.04 | 91.03 | — | — | — | — | — | — | — | — | — | — | 95.59 | |
| 3DSR2026.03 | 90.9 | 65.1 | 99.8 | 90.4 | 97.8 | 87.5 | 86.1 | 96.5 | 89.9 | 99 | 97.1 | — | |
| M3DM2026.03 | 89.7 | 62.4 | 95.8 | 95.8 | 100 | 88.6 | 75.8 | 94.9 | 83.6 | 100 | 100 | — | |
| 2M3DF2026.03 | 89.7 | 75.3 | 95.5 | 93.7 | 96.7 | 90.1 | 79.2 | 88.9 | 91.3 | 98 | 89.3 | — | |
| CFMClass=ChocolatePraline2026.04 | 88.16 | — | — | — | — | — | — | — | — | — | — | 95.13 | |
| CFMClass=GummyBear2026.04 | 88.14 | — | — | — | — | — | — | — | — | — | — | 95.05 | |
| CFM2026.03 | 88.1 | 68 | 93.1 | 95.2 | 88 | 86.5 | 78.2 | 91.7 | 84 | 99.8 | 96.2 | — | |
| Text-Guided Multimodal Unified IADClass=Lollipop2026.04 | 87.5 | — | — | — | — | — | — | — | — | — | — | 98.41 | |
| Text-Guided Multimodal Unified IADClass=Average2026.04 | 86.19 | — | — | — | — | — | — | — | — | — | — | 97.76 | |
| Text-Guided Multimodal Unified IADClass=LicoriceSandwich2026.04 | 84.96 | — | — | — | — | — | — | — | — | — | — | 97.26 | |
| G2SFClass=PeppermintCandy2026.04 | 81.42 | — | — | — | — | — | — | — | — | — | — | 93.68 | |
| G2SFClass=GummyBear2026.04 | 80.98 | — | — | — | — | — | — | — | — | — | — | 91.74 | |
| G2SFClass=ChocolatePraline2026.04 | 80.91 | — | — | — | — | — | — | — | — | — | — | 91.69 | |
| CFMClass=HazelnutTruffle2026.04 | 80.64 | — | — | — | — | — | — | — | — | — | — | 95.09 | |
| CFMClass=PeppermintCandy2026.04 | 77.6 | — | — | — | — | — | — | — | — | — | — | 98.59 | |
| CFMClass=Average2026.04 | 77.28 | — | — | — | — | — | — | — | — | — | — | 96.95 | |
| G2SFClass=Confetto2026.04 | 76.85 | — | — | — | — | — | — | — | — | — | — | 93.89 | |
| CFMClass=Confetto2026.04 | 76.8 | — | — | — | — | — | — | — | — | — | — | 98.32 | |
| CFMClass=ChocolateCookie2026.04 | 76.48 | — | — | — | — | — | — | — | — | — | — | 96.81 | |
| G2SFClass=Marshmallow2026.04 | 75.36 | — | — | — | — | — | — | — | — | — | — | 91.62 | |
| Text-Guided Multimodal Unified IADClass=HazelnutTruffle2026.04 | 74.88 | — | — | — | — | — | — | — | — | — | — | 94.09 | |
| CFMClass=LicoriceSandwich2026.04 | 73.44 | — | — | — | — | — | — | — | — | — | — | 95.64 | |
| G2SFClass=LicoriceSandwich2026.04 | 71.76 | — | — | — | — | — | — | — | — | — | — | 92.11 | |
| G2SFClass=Lollipop2026.04 | 71.64 | — | — | — | — | — | — | — | — | — | — | 97.73 | |
| G2SFClass=Average2026.04 | 70.97 | — | — | — | — | — | — | — | — | — | — | 92.93 | |
| G2SFClass=ChocolateCookie2026.04 | 66.96 | — | — | — | — | — | — | — | — | — | — | 92.39 | |
| CFMClass=Lollipop2026.04 | 66.73 | — | — | — | — | — | — | — | — | — | — | 97.68 | |
| G2SFClass=HazelnutTruffle2026.04 | 52.13 | — | — | — | — | — | — | — | — | — | — | 87.37 | |
| G2SFClass=CandyCane2026.04 | 51.68 | — | — | — | — | — | — | — | — | — | — | 97.07 | |
| Text-Guided Multimodal Unified IADClass=CandyCane2026.04 | 48.48 | — | — | — | — | — | — | — | — | — | — | 98.27 | |
| CFMClass=CandyCane2026.04 | 47.84 | — | — | — | — | — | — | — | — | — | — | 97.91 |