ML Research Wiki / Benchmarks / Anomaly Classification / GoodsAD

GoodsAD

Anomaly Classification Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: AUPR

Top Performing Models

Rank Model Paper AUPR Date Code
1 MiniMaxAD-fr MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly Detection 86.10 2024-05-16 📦 WangFengJiee/MiniMaxAD
2 PatchCore-100% Towards Total Recall in Industrial Anomaly Detection 85.50 2021-06-15 📦 openvinotoolkit/anomalib 📦 amazon-science/patchcore-inspection 📦 amazon-research/patchcore-inspection
3 PatchCore-1% Towards Total Recall in Industrial Anomaly Detection 81.40 2021-06-15 📦 openvinotoolkit/anomalib 📦 amazon-science/patchcore-inspection 📦 amazon-research/patchcore-inspection
4 SimpleNet SimpleNet: A Simple Network for Image Anomaly Detection and Localization 75.30 2023-03-27 📦 donaldrr/simplenet 📦 septmars/DL
5 CFLOW-AD CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows 71.20 2021-07-27 📦 openvinotoolkit/anomalib 📦 gudovskiy/cflow-ad 📦 caoyunkang/IKD
6 NSA Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization 67.30 2021-09-30 📦 hmsch/natural-synthetic-anomalies 📦 matt-baugh/nnood 📦 SimonThomine/MixedTeacher
7 RD4AD Anomaly Detection via Reverse Distillation from One-Class Embedding 66.50 2022-01-26 📦 openvinotoolkit/anomalib 📦 hq-deng/RD4AD 📦 SimonThomine/RememberingNormality 📦 SimonThomine/DistillationAD 📦 Merenguelkl/Reverse_Disstilation
8 DRAEM DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection 65.90 2021-08-17 📦 openvinotoolkit/anomalib 📦 vitjanz/draem 📦 farazBhatti/DRAEM-Tensoflow
9 SPADE Sub-Image Anomaly Detection with Deep Pyramid Correspondences 64.10 2020-05-05 📦 byungjae89/SPADE-pytorch 📦 rvorias/ind_knn_ad 📦 Burf/tfdetection 📦 any-tech/SPADE-fast 📦 areylng/SPADE-MVTEC-LOCO-AD-dataset
10 CutPaste CutPaste: Self-Supervised Learning for Anomaly Detection and Localization 60.20 2021-04-08 📦 Runinho/pytorch-cutpaste 📦 LilitYolyan/CutPaste

All Papers (10)