Anomaly Detection on MVTec LOCO AD

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

LeaderboardDataset

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Results

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#	Model↕	Detection AUROC (only logical)▼	Augmentations	Paper	Date↕	Code
1	PSAD	98.1	No	Few Shot Part Segmentation Reveals Compositional...	2023-12-21	Code
2	CSAD	96.7	No	CSAD: Unsupervised Component Segmentation for Lo...	2024-08-28	Code
3	SINBAD+EfficientAD	95.8	No	Set Features for Anomaly Detection	2023-11-24	Code
4	PUAD-M	93.7	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
5	PUAD-S	92	No	PUAD: Frustratingly Simple Method for Robust Ano...	2024-02-23	Code
6	SINBAD Ens	91.2	No	Set Features for Anomaly Detection	2023-11-24	Code
7	ComAD+AST	90.1	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
8	SLSG	89.6	No	SLSG: Industrial Image Anomaly Detection by Lear...	2023-04-30	-
9	ComAD+PatchCore	89.4	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
10	SINBAD	88.9	No	Set Features for Fine-grained Anomaly Detection	2023-02-23	Code
11	ComAD	87.7	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
12	ComAD+RD4AD	87.5	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
13	EfficientAD-M	86.8	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
14	GCAD	86	No	-	-	-
15	ComAD+DRAEM	85.9	No	Component-aware anomaly detection framework for ...	2023-05-15	Code
16	EfficientAD-S	85.8	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
17	THFR	85.2	No	-	-	-
18	HETMM	83.2	No	Hard-normal Example-aware Template Mutual Matchi...	2023-03-28	Code
19	LADMIM	83.1	No	LADMIM: Logical Anomaly Detection with Masked Im...	2024-10-14	-
20	GLCF	82.4	No	Learning Global-Local Correspondence with Semant...	2023-03-10	-
21	DSKD	81.2	No	Contextual Affinity Distillation for Image Anoma...	2023-07-06	-
22	AST	79.7	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
23	DADF	79.2	No	Visual Anomaly Detection via Dual-Attention Tran...	2023-03-31	Code
24	PatchCore	75.8	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
25	FastFlow	75.5	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
26	DSR	75	No	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
27	DRAEM	72.8	No	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
28	SimpleNet	71.5	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
29	PatchCore Ensemble	71	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
30	SPADE	70.9	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
31	RD4AD	69.4	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
32	MuSc (zero-shot)	67.47	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
33	Student-Teacher	66.4	No	Uninformed Students: Student-Teacher Anomaly Det...	2019-11-06	Code
34	f-AnoGAN	65.8	No	-	-	Code
35	MNAD	60	No	Learning Memory-guided Normality for Anomaly Det...	2020-03-30	Code
36	L2AE	58.1	No	-	-	-
37	Variation Model	56.5	No	-	-	-
38	VAE	53.8	No	Auto-Encoding Variational Bayes	2013-12-20	Code

#1PSADSOTA
98.1
Detection AUROC (only logical)· 2023-12-21
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection Code
#2CSAD
96.7
Detection AUROC (only logical)· 2024-08-28
CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection Code
#3SINBAD+EfficientADSOTA
95.8
Detection AUROC (only logical)· 2023-11-24
Set Features for Anomaly Detection Code
#4PUAD-M
93.7
Detection AUROC (only logical)· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#5PUAD-S
92
Detection AUROC (only logical)· 2024-02-23
PUAD: Frustratingly Simple Method for Robust Anomaly Detection Code
#6SINBAD Ens
91.2
Detection AUROC (only logical)· 2023-11-24
Set Features for Anomaly Detection Code
#7ComAD+ASTSOTA
90.1
Detection AUROC (only logical)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#8SLSGSOTA
89.6
Detection AUROC (only logical)· 2023-04-30
SLSG: Industrial Image Anomaly Detection by Learning Better Feature Embeddings and One-Class Classification
#9ComAD+PatchCore
89.4
Detection AUROC (only logical)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#10SINBADSOTA
88.9
Detection AUROC (only logical)· 2023-02-23
Set Features for Fine-grained Anomaly Detection Code
#11ComAD
87.7
Detection AUROC (only logical)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#12ComAD+RD4AD
87.5
Detection AUROC (only logical)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#13EfficientAD-M
86.8
Detection AUROC (only logical)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#14GCAD
86
Detection AUROC (only logical)
No paper
#15ComAD+DRAEM
85.9
Detection AUROC (only logical)· 2023-05-15
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection Code
#16EfficientAD-S
85.8
Detection AUROC (only logical)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#17THFR
85.2
Detection AUROC (only logical)
No paper
#18HETMM
83.2
Detection AUROC (only logical)· 2023-03-28
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection Code
#19LADMIM
83.1
Detection AUROC (only logical)· 2024-10-14
LADMIM: Logical Anomaly Detection with Masked Image Modeling in Discrete Latent Space
#20GLCF
82.4
Detection AUROC (only logical)· 2023-03-10
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection
#21DSKD
81.2
Detection AUROC (only logical)· 2023-07-06
Contextual Affinity Distillation for Image Anomaly Detection
#22ASTSOTA
79.7
Detection AUROC (only logical)· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#23DADF
79.2
Detection AUROC (only logical)· 2023-03-31
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow Code
#24PatchCoreSOTA
75.8
Detection AUROC (only logical)· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#25FastFlow
75.5
Detection AUROC (only logical)· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#26DSR
75
Detection AUROC (only logical)· 2022-08-02
DSR -- A dual subspace re-projection network for surface anomaly detection Code
#27DRAEM
72.8
Detection AUROC (only logical)· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#28SimpleNet
71.5
Detection AUROC (only logical)· 2023-03-27
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Code
#29PatchCore Ensemble
71
Detection AUROC (only logical)· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#30SPADESOTA
70.9
Detection AUROC (only logical)· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#31RD4AD
69.4
Detection AUROC (only logical)· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#32MuSc (zero-shot)
67.47
Detection AUROC (only logical)· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#33Student-TeacherSOTA
66.4
Detection AUROC (only logical)· 2019-11-06
Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings Code
#34f-AnoGAN
65.8
Detection AUROC (only logical)
No paperCode
#35MNAD
60
Detection AUROC (only logical)· 2020-03-30
Learning Memory-guided Normality for Anomaly Detection Code
#36L2AE
58.1
Detection AUROC (only logical)
No paper
#37Variation Model
56.5
Detection AUROC (only logical)
No paper
#38VAESOTA
53.8
Detection AUROC (only logical)· 2013-12-20
Auto-Encoding Variational Bayes Code