Anomaly Detection on MVTec LOCO AD

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

LeaderboardDataset

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#	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

#1PUAD-MSOTA
95.9
Detection AUROC (only structural)· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#2EfficientAD-MSOTA
94.7
Detection AUROC (only structural)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#3SINBAD+EfficientAD
94.2
Detection AUROC (only structural)· 2023-11-24
Set Features for Anomaly Detection Code
#4PUAD-S
94.1
Detection AUROC (only structural)· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#5EfficientAD-S
94.1
Detection AUROC (only structural)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#6CSAD
94
Detection AUROC (only structural)· 2024-08-28
CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection Code
#7HETMM
92.9
Detection AUROC (only structural)· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#8PSAD
91.6
Detection AUROC (only structural)· 2023-12-21
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection Code
#9SLSG
91.4
Detection AUROC (only structural)· 2023-04-30
SLSG: Industrial Image Anomaly Detection by Learning Better Feature Embeddings and One-Class Classification
#10ComAD+PatchCore
90.9
Detection AUROC (only structural)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#11LADMIM
90.3
Detection AUROC (only structural)· 2024-10-14
LADMIM: Logical Anomaly Detection with Masked Image Modeling in Discrete Latent Space
#12DSRSOTA
90.2
Detection AUROC (only structural)· 2022-08-02
DSR -- A dual subspace re-projection network for surface anomaly detection Code
#13ComAD+DRAEM
89.9
Detection AUROC (only structural)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#14ComAD+AST
89.4
Detection AUROC (only structural)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#15ComAD+RD4AD
88.8
Detection AUROC (only structural)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#16Student-TeacherSOTA
88.3
Detection AUROC (only structural)· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#17DADF
88.2
Detection AUROC (only structural)· 2023-03-31
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow Code
#18RD4AD
88
Detection AUROC (only structural)· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#19PatchCore Ensemble
87.7
Detection AUROC (only structural)· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#20AST
87.1
Detection AUROC (only structural)· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#21DSKD
86.9
Detection AUROC (only structural)· 2023-07-06
Contextual Affinity Distillation for Image Anomaly Detection
#22THFR
86.7
Detection AUROC (only structural)
No paper
#23SINBAD Ens
85.5
Detection AUROC (only structural)· 2023-11-24
Set Features for Anomaly Detection Code
#24SINBAD
84.7
Detection AUROC (only structural)· 2023-02-23
Set Features for Fine-grained Anomaly Detection Code
#25MuSc (zero-shot)
84.3
Detection AUROC (only structural)· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#26GLCF
83.8
Detection AUROC (only structural)· 2023-03-10
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection
#27SimpleNet
83.7
Detection AUROC (only structural)· 2023-03-27
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Code
#28FastFlow
82.9
Detection AUROC (only structural)· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#29GCAD
80.6
Detection AUROC (only structural)
No paper
#30ComAD
74.6
Detection AUROC (only structural)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#31DRAEM
74.4
Detection AUROC (only structural)· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#32MNAD
70.2
Detection AUROC (only structural)· 2020-03-30
Learning Memory-guided Normality for Anomaly Detection Code
#33SPADE
66.8
Detection AUROC (only structural)· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#34f-AnoGAN
62.7
Detection AUROC (only structural)
No paperCode
#35Variation Model
58.9
Detection AUROC (only structural)
No paper
#36L2AE
56.5
Detection AUROC (only structural)
No paper
#37VAESOTA
54.8
Detection AUROC (only structural)· 2013-12-20
Auto-Encoding Variational Bayes Code