Anomaly Detection on MVTec LOCO AD

Metric: Segmentation AU-sPRO (until FPR 5%) (higher is better)

LeaderboardDataset

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#	Model↕	Segmentation AU-sPRO (until FPR 5%)▼	Augmentations	Paper	Date↕	Code
1	SAM-LAD	83.2	No	SAM-LAD: Segment Anything Model Meets Zero-Shot ...	2024-06-02	-
2	EfficientAD-M	79.8	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
3	EfficientAD-S	77.8	No	EfficientAD: Accurate Visual Anomaly Detection a...	2023-03-25	Code
4	THFR	74.1	No	-	-	-
5	DSKD	73	No	Contextual Affinity Distillation for Image Anoma...	2023-07-06	-
6	GLCF	70.3	No	Learning Global-Local Correspondence with Semant...	2023-03-10	-
7	GCAD	70.1	No	-	-	-
8	DADF	67.4	No	Visual Anomaly Detection via Dual-Attention Tran...	2023-03-31	Code
9	SLSG	67.3	No	SLSG: Industrial Image Anomaly Detection by Lear...	2023-04-30	-
10	RD4AD	63.7	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
11	MuSc (zero-shot)	63.04	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
12	DSR	58.5	No	DSR -- A dual subspace re-projection network for...	2022-08-02	Code
13	FastFlow	56.8	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
14	SPADE	45.1	No	Sub-Image Anomaly Detection with Deep Pyramid Co...	2020-05-05	Code
15	AST	42.7	No	Asymmetric Student-Teacher Networks for Industri...	2022-10-14	Code
16	DRAEM	42.6	No	DRAEM -- A discriminatively trained reconstructi...	2021-08-17	Code
17	PatchCore	39.7	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
18	VAE	38.2	No	Auto-Encoding Variational Bayes	2013-12-20	Code
19	L2AE	37.8	No	-	-	-
20	PatchCore Ensemble	36.5	No	Towards Total Recall in Industrial Anomaly Detec...	2021-06-15	Code
21	SimpleNet	36.3	No	SimpleNet: A Simple Network for Image Anomaly De...	2023-03-27	Code
22	MNAD	33.9	No	Learning Memory-guided Normality for Anomaly Det...	2020-03-30	Code
23	f-AnoGAN	33.4	No	-	-	Code
24	Variation Model	22.5	No	-	-	-

#1SAM-LADSOTA
83.2
Segmentation AU-sPRO (until FPR 5%)· 2024-06-02
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
#2EfficientAD-MSOTA
79.8
Segmentation AU-sPRO (until FPR 5%)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#3EfficientAD-S
77.8
Segmentation AU-sPRO (until FPR 5%)· 2023-03-25
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Code
#4THFR
74.1
Segmentation AU-sPRO (until FPR 5%)
No paper
#5DSKD
73
Segmentation AU-sPRO (until FPR 5%)· 2023-07-06
Contextual Affinity Distillation for Image Anomaly Detection
#6GLCFSOTA
70.3
Segmentation AU-sPRO (until FPR 5%)· 2023-03-10
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection
#7GCAD
70.1
Segmentation AU-sPRO (until FPR 5%)
No paper
#8DADF
67.4
Segmentation AU-sPRO (until FPR 5%)· 2023-03-31
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow Code
#9SLSG
67.3
Segmentation AU-sPRO (until FPR 5%)· 2023-04-30
SLSG: Industrial Image Anomaly Detection by Learning Better Feature Embeddings and One-Class Classification
#10RD4ADSOTA
63.7
Segmentation AU-sPRO (until FPR 5%)· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#11MuSc (zero-shot)
63.04
Segmentation AU-sPRO (until FPR 5%)· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#12DSR
58.5
Segmentation AU-sPRO (until FPR 5%)· 2022-08-02
DSR -- A dual subspace re-projection network for surface anomaly detection Code
#13FastFlowSOTA
56.8
Segmentation AU-sPRO (until FPR 5%)· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#14SPADESOTA
45.1
Segmentation AU-sPRO (until FPR 5%)· 2020-05-05
Sub-Image Anomaly Detection with Deep Pyramid Correspondences Code
#15AST
42.7
Segmentation AU-sPRO (until FPR 5%)· 2022-10-14
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection Code
#16DRAEM
42.6
Segmentation AU-sPRO (until FPR 5%)· 2021-08-17
DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection Code
#17PatchCore
39.7
Segmentation AU-sPRO (until FPR 5%)· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#18VAESOTA
38.2
Segmentation AU-sPRO (until FPR 5%)· 2013-12-20
Auto-Encoding Variational Bayes Code
#19L2AE
37.8
Segmentation AU-sPRO (until FPR 5%)
No paper
#20PatchCore Ensemble
36.5
Segmentation AU-sPRO (until FPR 5%)· 2021-06-15
Towards Total Recall in Industrial Anomaly Detection Code
#21SimpleNet
36.3
Segmentation AU-sPRO (until FPR 5%)· 2023-03-27
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Code
#22MNAD
33.9
Segmentation AU-sPRO (until FPR 5%)· 2020-03-30
Learning Memory-guided Normality for Anomaly Detection Code
#23f-AnoGAN
33.4
Segmentation AU-sPRO (until FPR 5%)
No paperCode
#24Variation Model
22.5
Segmentation AU-sPRO (until FPR 5%)
No paper