Anomaly Detection on MVTec
99.6AUROCDinomaly
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DinomalyShots=full2026.01 | 99.6 | — | 69.3 | — | — | |
| PatchCoreTraining Setting=full data2022.07 | 99.1 | — | — | — | — | |
| PatchCore2024.10 | 98.75 | — | — | — | — | |
| UniADet‡Shots=42026.01 | 98.7 | — | 65.4 | — | — | |
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 98.7 | — | 99.2 | — | — | |
| CflowADTraining Setting=full data2022.07 | 98.3 | — | — | — | — | |
| EfficientAD2024.10 | 98.23 | — | — | — | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 98.2 | — | 98.8 | — | — | |
| UniADet‡Shots=22026.01 | 98 | — | 64.1 | — | — | |
| UniVADShots=12026.01 | 97.8 | — | 55.6 | — | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 97.7 | — | 98.6 | — | — | |
| ULSAD2024.10 | 97.65 | — | — | — | — | |
| UniADet‡Shots=12026.01 | 97.6 | — | 63.1 | — | — | |
| AdaptCLIPShots=42026.01 | 96.6 | — | 57.2 | — | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 96.6 | — | 98.4 | — | — | |
| UniADShots=full2026.01 | 96.5 | — | 44.7 | — | — | |
| Anomaly PersonalizationShots=82025.02 | 96.2 | — | 98.9 | — | — | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 96.1 | — | 97.8 | — | — | |
| RegADk=1282022.07 | 95.9 | — | — | — | — | |
| AdaptCLIPShots=22026.01 | 95.7 | — | 55.1 | — | — | |
| Anomaly PersonalizationShots=42025.02 | 95.6 | — | 97.8 | — | — | |
| RegADk=642022.07 | 95.5 | — | — | — | — | |
| InCTRLShots=82025.02 | 95.3 | — | 97.7 | — | — | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 95.3 | — | 97.7 | — | — | |
| InCTRLShot=4-shot, Training Requirement=Trainable2026.05 | 95.3 | — | — | — | 93.8 | |
| Anomaly PersonalizationShots=22025.02 | 95.1 | — | 97.3 | — | — | |
| WinCLIP+Shot=2-shot, Training Requirement=Training-Free2026.05 | 95 | — | — | — | 92.5 | |
| WinCLIP+Shot=4-shot, Training Requirement=Training-Free2026.05 | 94.9 | — | — | — | 93 | |
| WinCLIPShots=82025.02 | 94.7 | — | 97.3 | — | — | |
| RegADk=322022.07 | 94.6 | — | — | — | — | |
| InCTRLShots=42025.02 | 94.5 | — | 97.2 | — | — | |
| AdaptCLIPShots=12026.01 | 94.5 | — | 53.7 | — | — | |
| CFLOW2024.10 | 94.47 | — | — | — | — | |
| InCTRLShot=2-shot, Training Requirement=Trainable2026.05 | 94.3 | — | — | — | 92.9 | |
| WinCLIP+Shot=1-shot, Training Requirement=Training-Free2026.05 | 94.1 | — | — | — | 92 | |
| InCTRLShots=22025.02 | 94 | — | 96.9 | — | — | |
| WinCLIPShots=42025.02 | 94 | — | 96.8 | — | — | |
| DFR2024.10 | 93.54 | — | — | — | — | |
| Tipsomalyzero-shot=true2026.02 | 93.4 | — | — | 96.1 | 92.9 | |
| WinCLIPShots=22025.02 | 93.1 | — | 96.5 | — | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 93.1 | — | 96.3 | — | — | |
| InCTRLShot=1-shot, Training Requirement=Trainable2026.05 | 93 | — | — | — | 91.5 | |
| AF-CLIPZero-shot=true2026.03 | 92.9 | — | — | 96.8 | — | |
| FB-CLIPZero-shot=true2026.03 | 92.4 | — | — | 96.6 | — | |
| PatchcoreShots=82025.02 | 92.2 | — | 96.2 | — | — | |
| AprilGANShot=1-shot, Training Requirement=Trainable2026.05 | 92.2 | — | — | — | 89.4 | |
| AdaCLIPZero-shot=true2026.03 | 92.1 | — | — | 96.7 | — | |
| FAPromptZero-shot=true2026.03 | 91.9 | — | — | 95.7 | — | |
| WinCLIPZero-shot=true2025.04 | 91.8 | — | — | 96.5 | — | |
| WinCLIPZero-shot=true2026.03 | 91.8 | — | — | 96.5 | — | |
| FAPromptSetting=ZSAD, Training regime=Trainable2026.05 | 91.8 | — | — | — | 89.7 | |
| AnomalyCLIPSetting=ZSAD, Training regime=Trainable2026.05 | 91.6 | — | — | — | 89.6 | |
| AnomalyCLIPzero-shot=true2026.02 | 91.5 | — | — | 96.2 | 92.7 | |
| AnomalyCLIPZero-shot=true2025.04 | 91.5 | — | — | 96.2 | — | |
| AnomalyCLIPZero-shot=true2026.03 | 91.5 | — | — | 96.2 | — | |
| AdaCLIPStandard setting=true2025.04 | 91.3 | — | — | 96.1 | — | |
| PaDiM2024.10 | 91.25 | — | — | — | — | |
| GenCLIPZero-shot=true2025.04 | 90.9 | — | — | 96.1 | — | |
| FastFlow2024.10 | 90.72 | — | — | — | — | |
| MetaUASShots=12026.01 | 90.7 | — | 59.3 | — | — | |
| AA-CLIPZero-shot=true2026.03 | 90.5 | — | — | 94.9 | — | |
| PCSNetInference speed (FPS)=9.29, Model size (MB)=781, Shots=22025.12 | 90.4 | — | — | — | — | |
| WinCLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 90.4 | — | — | — | 92.7 | |
| PatchCoreShot=4-shot, Training Requirement=Training-Free2026.05 | 89.7 | — | — | — | 89.5 | |
| AdaCLIPzero-shot=true2026.02 | 89.2 | — | — | 95.7 | 90.6 | |
| CoOpZero-shot=true2025.04 | 88.8 | — | — | 94.8 | — | |
| PatchcoreShots=42025.02 | 88.5 | — | 95 | — | — | |
| CoOpShots=82025.02 | 88 | — | 93.3 | — | — | |
| PatchcoreInference speed (FPS)=2.87, Model size (MB)=275, Shots=22025.12 | 87.8 | — | — | — | — | |
| CoOpShots=42025.02 | 87.4 | — | 92.4 | — | — | |
| PatchCoreShot=2-shot, Training Requirement=Training-Free2026.05 | 86.8 | — | — | — | 88.4 | |
| DN2Supervision=Pretrained2020.10 | 86.5 | — | — | — | — | |
| AnomalyAgentShot=4-shot, Training Requirement=Training-Free2026.05 | 86.4 | — | — | — | 91.8 | |
| VANDzero-shot=true2026.02 | 86.1 | — | — | 93.5 | 88.9 | |
| VANDZero-shot=true2026.03 | 86.1 | — | — | 93.5 | — | |
| AprilGANSetting=ZSAD, Training regime=Trainable2026.05 | 86.1 | — | — | — | 83.5 | |
| PatchcoreShots=22025.02 | 85.8 | — | 93.9 | — | — | |
| CoOpShots=22025.02 | 85.8 | — | 92.2 | — | — | |
| AnomalyAgentShot=2-shot, Training Requirement=Training-Free2026.05 | 85.6 | — | — | — | 91.2 | |
| AnomalyAgentShot=1-shot, Training Requirement=Training-Free2026.05 | 85 | — | — | — | 91 | |
| AnomalyAgentSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 84.5 | — | — | — | 90.7 | |
| PatchCoreShot=1-shot, Training Requirement=Training-Free2026.05 | 83.8 | — | — | — | 87.4 | |
| Mem0Shot=1-shot, Training Requirement=Training-Free2026.05 | 83 | — | — | — | 89.2 | |
| AprilGANShot=2-shot, Training Requirement=Trainable2026.05 | 82.8 | — | — | — | 88.6 | |
| AprilGANShot=4-shot, Training Requirement=Trainable2026.05 | 82.7 | — | — | — | 88.9 | |
| Mem0Shot=4-shot, Training Requirement=Training-Free2026.05 | 82.4 | — | — | — | 89.2 | |
| PaDiMShots=82025.02 | 82 | — | 92.7 | — | — | |
| MRAD-TFSetting=ZSAD, Training regime=Training-Free2026.05 | 81.2 | — | — | — | 89.3 | |
| CFAInference speed (FPS)=4.87, Model size (MB)=301, Shots=22025.12 | 81.1 | — | — | — | — | |
| Mem0Shot=2-shot, Training Requirement=Training-Free2026.05 | 80.6 | — | — | — | 89 | |
| PaDiMShots=42025.02 | 80.5 | — | 90.9 | — | — | |
| Reverse Distillation2024.10 | 79.65 | — | — | — | — | |
| PaDiMShots=22025.02 | 78.5 | — | 89 | — | — | |
| DeepSVDDSupervision=Self-Supervised2020.10 | 77.9 | — | — | — | — | |
| RD4ADInference speed (FPS)=2.95, Model size (MB)=352, Shots=22025.12 | 75.6 | — | — | — | — | |
| DRÆM2024.10 | 75.26 | — | — | — | — | |
| ReACTSetting=ZSAD, Training regime=Training-Free, Backbone MLLM=GPT-5.12026.05 | 74.3 | — | — | — | 86.3 | |
| CLIPZero-shot=true2025.04 | 74.1 | — | — | 87.6 | — | |
| CLIPSetting=ZSAD, Training regime=Training-Free2026.05 | 74 | — | — | — | 74.7 | |
| OCSVMSupervision=Self-Supervised2020.10 | 70.8 | — | — | — | — |