Anomaly Detection on MVTec LOCO AD

Metric: Detection AUROC (only structural) (higher is better)

LeaderboardDataset

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Results

#	Model↕	Detection AUROC (only structural)▼	Augmentations	Paper	Date↕	Code
1	PUAD-M	95.9	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
2	EfficientAD-M	94.7	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
3	SINBAD+EfficientAD	94.2	No	Set Features for Anomaly Detection	2023-11-24	Code
4	PUAD-S	94.1	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
5	EfficientAD-S	94.1	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
6	CSAD	94	No	CSAD: Unsupervised Component Segmentation for Lo...	2024-08-28	Code
7	HETMM	92.9	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
8	PSAD	91.6	No	Few Shot Part Segmentation Reveals Compositional...	2023-12-21	Code
9	SLSG	91.4	No	SLSG: Industrial Image Anomaly Detection by Lear...	2023-04-30	-
10	ComAD+PatchCore	90.9	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
11	LADMIM	90.3	No	LADMIM: Logical Anomaly Detection with Masked Im...	2024-10-14	-
12	DSR	90.2	No	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
13	ComAD+DRAEM	89.9	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
14	ComAD+AST	89.4	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
15	ComAD+RD4AD	88.8	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
16	Student-Teacher	88.3	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
17	DADF	88.2	No	Visual Anomaly Detection via Dual-Attention Tran...	2023-03-31	Code
18	RD4AD	88	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
19	PatchCore Ensemble	87.7	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
20	AST	87.1	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
21	DSKD	86.9	No	Contextual Affinity Distillation for Image Anoma...	2023-07-06	-
22	THFR	86.7	No	-	-	-
23	SINBAD Ens	85.5	No	Set Features for Anomaly Detection	2023-11-24	Code
24	SINBAD	84.7	No	Set Features for Fine-grained Anomaly Detection	2023-02-23	Code
25	MuSc (zero-shot)	84.3	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
26	GLCF	83.8	No	Learning Global-Local Correspondence with Semant...	2023-03-10	-
27	SimpleNet	83.7	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
28	FastFlow	82.9	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
29	GCAD	80.6	No	-	-	-
30	ComAD	74.6	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
31	DRAEM	74.4	No	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
32	MNAD	70.2	No	Learning Memory-guided Normality for Anomaly Det...	2020-03-30	Code
33	SPADE	66.8	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
34	f-AnoGAN	62.7	No	-	-	Code
35	Variation Model	58.9	No	-	-	-
36	L2AE	56.5	No	-	-	-
37	VAE	54.8	No	Auto-Encoding Variational Bayes	2013-12-20	Code