Anomaly Detection on DTD
99.7AUROCUniADet‡
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniADet‡Shot=4-shot, Tuning=✓2026.01 | 99.7 | — | — | 99.7 | — | |
| UniADet⋆Shot=4-shot, Tuning=✓2026.01 | 99.7 | — | — | 99.7 | — | |
| Tipsomalyzero-shot=true2026.02 | 99.4 | 99.7 | 99.1 | — | — | |
| AnomalyVFMsetting=zero-shot2026.01 | 99.4 | — | 99 | — | — | |
| AdaptCLIPShot=4-shot, Tuning=✗2026.01 | 98.5 | — | — | 99.3 | — | |
| AnomalyCLIP+Shot=4-shot, Tuning=✗2026.01 | 98.4 | — | — | 99.4 | — | |
| UniADet†Shot=4-shot, Tuning=✓2026.01 | 98.4 | — | — | 99.2 | — | |
| WinCLIP+Shot=4-shot, Tuning=✗2026.01 | 98.2 | — | — | 99.2 | — | |
| AF-CLIPZero-shot=true2026.03 | 97.9 | 99.1 | — | — | — | |
| FB-CLIPZero-shot=true2026.03 | 97.9 | 99.1 | — | — | — | |
| InCtrlShot=4-shot, Tuning=✗2026.01 | 97.7 | — | — | 98.3 | — | |
| AdaCLIPZero-shot=true2026.03 | 97 | 99 | — | — | — | |
| CLIP-ViT-L/14 (LAION-2B)Transform=gLocal2023.06 | 96.78 | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-400M)Transform=gLocal2023.06 | 96.44 | — | — | — | — | |
| FAPromptZero-shot=true2026.03 | 96.2 | 98.1 | — | — | — | |
| FAPromptsetting=zero-shot2026.01 | 95.9 | — | 94.7 | — | — | |
| CLIP-ViT-L/14 (LAION-400M)Transform=original2023.06 | 95.54 | — | — | — | — | |
| AdaCLIPzero-shot=true2026.02 | 95.5 | 97.3 | 94.7 | — | — | |
| AdaCLIPsetting=zero-shot2026.01 | 95.5 | — | 94.7 | — | — | |
| WinCLIPsetting=zero-shot2026.01 | 95.1 | — | 94.1 | — | — | |
| Bayes-PFLsetting=zero-shot2026.01 | 95.1 | — | 95.1 | — | — | |
| CLIP-ViT-L/14 (WIT)Transform=gLocal2023.06 | 94.9 | — | — | — | — | |
| CLIP-ViT-L/14 (LAION-2B)Transform=original2023.06 | 94.87 | — | — | — | — | |
| SOTA2023.06 | 94.6 | — | — | — | — | |
| VANDzero-shot=true2026.02 | 94.6 | 95 | 96.8 | — | — | |
| SAAsetting=zero-shot2026.01 | 94.4 | — | 93.5 | — | — | |
| AnomalyCLIPsetting=zero-shot2026.01 | 93.9 | — | 93.6 | — | — | |
| AnomalyCLIPzero-shot=true2026.02 | 93.5 | 97 | 93.6 | — | — | |
| AnomalyCLIPZero-shot=true2026.03 | 93.5 | 97 | — | — | — | |
| AA-CLIPZero-shot=true2026.03 | 93.3 | 97.8 | — | — | — | |
| WinCLIPZero-shot=true2026.03 | 93.2 | 92.6 | — | — | — | |
| CLIP-RN50 (WIT)Transform=gLocal2023.06 | 92.29 | — | — | — | — | |
| CLIP-ViT-L/14 (WIT)Transform=original2023.06 | 92.02 | — | — | — | — | |
| CLIP-RN50 (WIT)Transform=original2023.06 | 90.67 | — | — | — | — | |
| AACLIPsetting=zero-shot2026.01 | 90.4 | — | 92.8 | — | — | |
| VANDZero-shot=true2026.03 | 86.4 | 95 | — | — | — | |
| VIMBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 79.14 | — | — | — | — | |
| ASHBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 78.64 | — | — | — | — | |
| ReactBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 78.62 | — | — | — | — | |
| MDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 78.55 | — | — | — | — | |
| ODINBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 77.46 | — | — | — | — | |
| GradNormBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 77.43 | — | — | — | — | |
| MSPBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 77.05 | — | — | — | — | |
| RMDSBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 76.61 | — | — | — | — | |
| LoCoOp (GL-MCM)Backbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 76.61 | — | — | — | — | |
| CLS-MBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 73.59 | — | — | — | — | |
| CLS-EBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 72.32 | — | — | — | — | |
| MaxLogitBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 71.98 | — | — | — | — | |
| CLIPNBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 71.45 | — | — | — | — | |
| EnergyBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 70.23 | — | — | — | — | |
| NegPromptBackbone=ViT-B/16, Evaluation Protocol=16-shot Prompt Learning2024.05 | 67.21 | — | — | — | — | |
| MCMBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 64.72 | — | — | — | — | |
| NegLabelBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 61.26 | — | — | — | — | |
| AdaNegBackbone=ViT-B/16, Evaluation Protocol=Zero-shot CLIP2024.05 | 54.24 | — | — | — | — | |
| KNNBackbone=ViT-B/16, Evaluation Protocol=Fully Fine-tuned2024.05 | 42.08 | — | — | — | — | |
| Claude-Sonnet-4Setting=Zero-shot2026.05 | — | — | — | — | 80.2 | |
| IAD-R1Setting=Zero-shot2026.05 | — | — | — | — | 83.7 | |
| IndusAgentSetting=Zero-shot, Parameters=8B2026.05 | — | — | — | — | 94.1 | |
| Qwen3-VL-8BSetting=Zero-shot2026.05 | — | — | — | — | 75.1 |