Anomaly Detection on CIFAR-10
99.6AUCSOTA
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SOTA2023.06 | 99.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=large, Backbone=DINOv22024.07 | 99.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-2B)Transform=gLocal2023.06 | 99.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FITYMI2024.07 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=base, Backbone=DINOv22024.07 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-2B)Transform=original2023.06 | 98.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDA-OESupervision Setting=OE2020.10 | 98.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-400M)Transform=original2023.06 | 98.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KDADBackbone=DINOv2-B2024.07 | 98.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-400M)Transform=gLocal2023.06 | 98.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformalysetting=unimodal2021.12 | 98.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TransformalyLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 98.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformaly2024.07 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (WIT)Transform=gLocal2023.06 | 98.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GeneralADModel Size=small, Backbone=DINOv22024.07 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSADLearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSADsetting=unimodal2021.12 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSAD2024.07 | 97.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAPadaptation=true2021.12 | 97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAPadaptation=false2021.12 | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDA2021.12 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDALearning Paradigm=Pretrained, Setting=Unimodal2021.12 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDAsetting=unimodal2021.12 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDA2024.07 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDASupervision Setting=Pretrained2020.10 | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHRotSupervision Setting=OE2020.10 | 95.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-ViT-L/14 (WIT)Transform=original2023.06 | 95.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CSILearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CSIsetting=unimodal2021.12 | 94.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 93.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 93.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN22021.12 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN2Learning Paradigm=Pretrained, Setting=Unimodal2021.12 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN2setting=unimodal2021.12 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=2-shot, Evaluation Protocol=One-vs-all2024.03 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN2Supervision Setting=Pretrained2020.10 | 92.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=0-shot, Evaluation Protocol=One-vs-all2024.03 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InCTRLSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 92.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 91.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=4-shot, Evaluation Protocol=Multi-class2024.03 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 91.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=SSL2021.01 | 91.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-RN50 (WIT)Transform=gLocal2023.06 | 91.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformalysetting=multimodal2021.12 | 90.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHRot2021.12 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHRotLearning Paradigm=Self-Supervised, Setting=Unimodal2021.12 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MHRotSupervision Setting=Self-Supervised2020.10 | 90.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WinCLIPSetup=0-shot, Evaluation Protocol=Multi-class2024.03 | 90 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CLIP-RN50 (WIT)Transform=original2023.06 | 89.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Automobile2026.03 | 89.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ALTBIFramework=ADBench2026.06 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours (w/ ALTBI)Framework=ADBench2026.06 | 88.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Ship2026.03 | 88.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Bergman and HoshenPretrain=SSL2021.01 | 88.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ODIMFramework=ADBench2026.06 | 87.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Distillation2021.12 | 87.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Frog2026.03 | 87.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SimpleNet2024.07 | 86.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DGEOhighest test AUC among multiple runs=true2020.12 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Truck2026.03 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Airplane2026.03 | 85.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Horse2026.03 | 85.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MSADsetting=multimodal2021.12 | 85.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 84.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 84.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Recontrast2024.07 | 84.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=ImageNet2021.01 | 83.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=4-shot, Evaluation Protocol=One-vs-all2024.03 | 83.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Student-TeacherPretrain=ImageNet2021.01 | 81.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Dog2026.03 | 81.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Rot-NetPretrain=SSL2021.01 | 81.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Cat2026.03 | 78.55 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PANDAsetting=multimodal2021.12 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Deer2026.03 | 77.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IGDPretrain=Scratch2021.01 | 74.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IMD-ADNormal Class=Bird2026.03 | 74.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P-KDGAN2020.12 | 73.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAVGA-DPretrain=ImageNet2021.01 | 73.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ULSLMPretrain=Scratch2021.01 | 73.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepSADanomaly_ratio_rho=0.005, experiments_averaged=902026.04 | 72.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 18.53 | 21.31 | |
| A-VAEPretrain=Scratch2021.01 | 71.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DN2setting=multimodal2021.12 | 71.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VAE-infanomaly_ratio_rho=0.005, experiments_averaged=902026.04 | 71.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.07 | 55.55 | |
| PatchCoreSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 70.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GANomalyhighest AUC among all training epochs=true2020.12 | 69.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RegADSetup=2-shot, Evaluation Protocol=Multi-class2024.03 | 69.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchCoreSetup=8-shot, Evaluation Protocol=One-vs-all2024.03 | 67.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Patchcore2024.07 | 67.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCADNPretrain=Scratch2021.01 | 66.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GradConPretrain=Scratch2021.01 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CBLOFSource=[27]2026.06 | 66.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCGANPretrain=Scratch2021.01 | 65.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OCGAN2020.12 | 65.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPADESetup=8-shot, Evaluation Protocol=Multi-class2024.03 | 65.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |