ML Research Wiki / Benchmarks / Anomaly Detection / BTAD

BTAD

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Detection AUROC

Top Performing Models

Rank Model Paper Detection AUROC Date Code
1 WeakREST-Un 📚 Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers 98.70 2023-06-06 -
2 CPR Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 98.40 2023-08-13 📦 flyinghu123/cpr
3 FastFlow+AltUB 📚 AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection 98.20 2022-10-26 -
4 URD 📚 Unlocking the Potential of Reverse Distillation for Anomaly Detection 98.10 2024-12-10 📦 hito2448/urd
5 RealNet 📚 RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 97.90 2024-03-09 📦 cnulab/realnet
6 PNI 📚 PNI : Industrial Anomaly Detection using Position and Neighborhood Information 97.80 2022-11-22 📦 wogur110/PNI_anomaly_detection
7 PyramidFlow (Res18) 📚 PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow 97.70 2023-03-05 -
8 MuSc (zero-shot) MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images 97.35 2024-01-30 📦 xrli-U/MuSc
9 ReConPatch WRN-50 ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection 95.80 2023-05-26 📦 travishsu/ReConPatch-TF
10 D3AD Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection 95.20 2024-01-09 📦 JustinTebbe/D3AD

All Papers (12)

flyinghu123/cpr
hito2448/urd
cnulab/realnet
wogur110/PNI_anomaly_detection
xrli-U/MuSc
travishsu/ReConPatch-TF
JustinTebbe/D3AD
nuclearboy95/Anomaly-Detection-PatchSVDD-PyTorch Hong-Jeongmin/OC-for-smart-factory ydmunck/patch_SVDD
pankajmishra000/VT-ADL