Anomaly Detection on BTAD

Metric: Segmentation AUROC (higher is better)

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#	Model↕	Segmentation AUROC▼	Augmentations	Paper	Date↕	Code
1	WeakREST-Block	99.3	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
2	CPR	99.1	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
3	WeakREST-Un	98.7	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
4	CPR	98.4	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
5	FastFlow+AltUB	98.2	Yes	AltUB: Alternating Training Method to Update Bas...	2022-10-26	-
6	URD	98.1	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
7	RealNet	97.9	Yes	RealNet: A Feature Selection Network with Realis...	2024-03-09	Code
8	PNI	97.8	Yes	PNI : Industrial Anomaly Detection using Positio...	2022-11-22	Code
9	UniNet	97.7	No	-	-	Code
10	PyramidFlow (Res18)	97.7	Yes	PyramidFlow: High-Resolution Defect Contrastive ...	2023-03-05	-
11	Reverse Distillation ++	97.43	No	-	-	Code
12	MuSc (zero-shot)	97.35	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
13	AD-CLSCNFs	97.13	No	-	-	Code
14	PatchSVDD	93.1	Yes	Patch SVDD: Patch-level SVDD for Anomaly Detecti...	2020-06-29	Code
15	VT-ADL	81.8	Yes	VT-ADL: A Vision Transformer Network for Image A...	2021-04-20	Code

#1WeakREST-BlockSOTA
99.3
Segmentation AUROC· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#2CPR
99.1
Segmentation AUROC· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#3WeakREST-Un
98.7
Segmentation AUROC· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#4CPR
98.4
Segmentation AUROC· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#5FastFlow+AltUBSOTA
98.2
Segmentation AUROC· Augmentations· 2022-10-26
AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection
#6URD
98.1
Segmentation AUROC· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#7RealNet
97.9
Segmentation AUROC· Augmentations· 2024-03-09
RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection Code
#8PNI
97.8
Segmentation AUROC· Augmentations· 2022-11-22
PNI : Industrial Anomaly Detection using Position and Neighborhood Information Code
#9UniNet
97.7
Segmentation AUROC
No paperCode
#10PyramidFlow (Res18)
97.7
Segmentation AUROC· Augmentations· 2023-03-05
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow
#11Reverse Distillation ++
97.43
Segmentation AUROC
No paperCode
#12MuSc (zero-shot)
97.35
Segmentation AUROC· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#13AD-CLSCNFs
97.13
Segmentation AUROC
No paperCode
#14PatchSVDDSOTA
93.1
Segmentation AUROC· Augmentations· 2020-06-29
Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation Code
#15VT-ADL
81.8
Segmentation AUROC· Augmentations· 2021-04-20
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization Code