Anomaly Detection on MVTec LOCO AD

Metric: Avg. Detection AUROC (higher is better)

LeaderboardDataset

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Results

#	Model↕	Avg. Detection AUROC▼	Augmentations	Paper	Date↕	Code
1	CSAD	95.3	No	CSAD: Unsupervised Component Segmentation for Lo...	2024-08-28	Code
2	PSAD	94.9	No	Few Shot Part Segmentation Reveals Compositional...	2023-12-21	Code
3	PUAD-M	94.4	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
4	SINBAD+EfficientAD	94.2	No	Set Features for Anomaly Detection	2023-11-24	Code
5	PUAD-S	93.1	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
6	EfficientAD-M	90.7	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
7	SAM-LAD	90.7	No	SAM-LAD: Segment Anything Model Meets Zero-Shot ...	2024-06-02	-
8	SLSG	90.3	No	SLSG: Industrial Image Anomaly Detection by Lear...	2023-04-30	-
9	ComAD+PatchCore	90.1	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
10	EfficientAD-S	90	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
11	ComAD+AST	89.8	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
12	SINBAD Ens	88.3	No	Set Features for Anomaly Detection	2023-11-24	Code
13	ComAD+RD4AD	88.2	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
14	HETMM	88.1	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
15	ComAD+DRAEM	87.9	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
16	GRAD	87.5	No	Generating and Reweighting Dense Contrastive Pat...	2023-12-26	-
17	SINBAD	86.8	No	Set Features for Fine-grained Anomaly Detection	2023-02-23	Code
18	THFR	86	No	-	-	-
19	LADMIM	86	No	LADMIM: Logical Anomaly Detection with Masked Im...	2024-10-14	-
20	DSKD	84	No	Contextual Affinity Distillation for Image Anoma...	2023-07-06	-
21	DADF	83.7	No	Visual Anomaly Detection via Dual-Attention Tran...	2023-03-31	Code
22	GCAD	83.3	No	-	-	-
23	GLCF	83.1	No	Learning Global-Local Correspondence with Semant...	2023-03-10	-
24	DSR	82.6	No	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
25	ComAD	81.2	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
26	PatchCore	80.3	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
27	PatchCore Ensemble	79.4	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
28	FastFlow	79.2	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
29	RD4AD	78.7	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
30	SimpleNet	77.6	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
31	Student-Teacher	77.3	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
32	MuSc (zero-shot)	75.9	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
33	DRAEM	73.6	No	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
34	SPADE	68.9	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
35	MNAD	65.1	No	Learning Memory-guided Normality for Anomaly Det...	2020-03-30	Code
36	f-AnoGAN	64.2	No	-	-	Code
37	Variation Model	57.7	No	-	-	-
38	L2AE	57.3	No	-	-	-
39	VAE	54.3	No	Auto-Encoding Variational Bayes	2013-12-20	Code