Anomaly Detection on MVTec LOCO AD

Metric: Avg. Detection AUROC (higher is better)

LeaderboardDataset

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#	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

#1CSADSOTA
95.3
Avg. Detection AUROC· 2024-08-28
CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection Code
#2PSADSOTA
94.9
Avg. Detection AUROC· 2023-12-21
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection Code
#3PUAD-M
94.4
Avg. Detection AUROC· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#4SINBAD+EfficientADSOTA
94.2
Avg. Detection AUROC· 2023-11-24
Set Features for Anomaly Detection Code
#5PUAD-S
93.1
Avg. Detection AUROC· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#6EfficientAD-MSOTA
90.7
Avg. Detection AUROC· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#7SAM-LAD
90.7
Avg. Detection AUROC· 2024-06-02
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
#8SLSG
90.3
Avg. Detection AUROC· 2023-04-30
SLSG: Industrial Image Anomaly Detection by Learning Better Feature Embeddings and One-Class Classification
#9ComAD+PatchCore
90.1
Avg. Detection AUROC· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#10EfficientAD-S
90
Avg. Detection AUROC· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#11ComAD+AST
89.8
Avg. Detection AUROC· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#12SINBAD Ens
88.3
Avg. Detection AUROC· 2023-11-24
Set Features for Anomaly Detection Code
#13ComAD+RD4AD
88.2
Avg. Detection AUROC· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#14HETMM
88.1
Avg. Detection AUROC· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#15ComAD+DRAEM
87.9
Avg. Detection AUROC· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#16GRAD
87.5
Avg. Detection AUROC· 2023-12-26
Generating and Reweighting Dense Contrastive Patterns for Unsupervised Anomaly Detection
#17SINBADSOTA
86.8
Avg. Detection AUROC· 2023-02-23
Set Features for Fine-grained Anomaly Detection Code
#18THFR
86
Avg. Detection AUROC
No paper
#19LADMIM
86
Avg. Detection AUROC· 2024-10-14
LADMIM: Logical Anomaly Detection with Masked Image Modeling in Discrete Latent Space
#20DSKD
84
Avg. Detection AUROC· 2023-07-06
Contextual Affinity Distillation for Image Anomaly Detection
#21DADF
83.7
Avg. Detection AUROC· 2023-03-31
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow Code
#22GCAD
83.3
Avg. Detection AUROC
No paper
#23GLCF
83.1
Avg. Detection AUROC· 2023-03-10
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection
#24DSRSOTA
82.6
Avg. Detection AUROC· 2022-08-02
DSR -- A dual subspace re-projection network for surface anomaly detection Code
#25ComAD
81.2
Avg. Detection AUROC· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#26PatchCoreSOTA
80.3
Avg. Detection AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#27PatchCore Ensemble
79.4
Avg. Detection AUROC· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#28FastFlow
79.2
Avg. Detection AUROC· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#29RD4AD
78.7
Avg. Detection AUROC· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#30SimpleNet
77.6
Avg. Detection AUROC· 2023-03-27
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Code
#31Student-TeacherSOTA
77.3
Avg. Detection AUROC· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#32MuSc (zero-shot)
75.9
Avg. Detection AUROC· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#33DRAEM
73.6
Avg. Detection AUROC· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#34SPADE
68.9
Avg. Detection AUROC· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#35MNAD
65.1
Avg. Detection AUROC· 2020-03-30
Learning Memory-guided Normality for Anomaly Detection Code
#36f-AnoGAN
64.2
Avg. Detection AUROC
No paperCode
#37Variation Model
57.7
Avg. Detection AUROC
No paper
#38L2AE
57.3
Avg. Detection AUROC
No paper
#39VAESOTA
54.3
Avg. Detection AUROC· 2013-12-20
Auto-Encoding Variational Bayes Code