Anomaly Detection on BTAD

Metric: Segmentation AUPRO (higher is better)

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#	Model↕	Segmentation AUPRO▼	Augmentations	Paper	Date↕	Code
1	ReConPatch WRN-50	97.5	No	ReConPatch : Contrastive Patch Representation Le...	2023-05-26	Code
2	CPR	91.4	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
3	WeakREST-Block	90.8	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
4	CPR	85.1	No	Target before Shooting: Accurate Anomaly Detecti...	2023-08-13	Code
5	WeakREST-Un	84.9	Yes	Industrial Anomaly Detection and Localization Us...	2023-06-06	-
6	MuSc (zero-shot)	83.43	No	MuSc: Zero-Shot Industrial Anomaly Classificatio...	2024-01-30	Code
7	D3AD	83.2	No	Dynamic Addition of Noise in a Diffusion Model f...	2024-01-09	Code
8	UniNet	80.01	No	-	-	Code
9	URD	78.5	Yes	Unlocking the Potential of Reverse Distillation ...	2024-12-10	Code
10	AD-CLSCNFs	72.77	No	-	-	Code

#1ReConPatch WRN-50SOTA
97.5
Segmentation AUPRO· 2023-05-26
ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection Code
#2CPR
91.4
Segmentation AUPRO· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#3WeakREST-Block
90.8
Segmentation AUPRO· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#4CPR
85.1
Segmentation AUPRO· 2023-08-13
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Code
#5WeakREST-Un
84.9
Segmentation AUPRO· Augmentations· 2023-06-06
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers
#6MuSc (zero-shot)
83.43
Segmentation AUPRO· 2024-01-30
MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images Code
#7D3AD
83.2
Segmentation AUPRO· 2024-01-09
Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection Code
#8UniNet
80.01
Segmentation AUPRO
No paperCode
#9URD
78.5
Segmentation AUPRO· Augmentations· 2024-12-10
Unlocking the Potential of Reverse Distillation for Anomaly Detection Code
#10AD-CLSCNFs
72.77
Segmentation AUPRO
No paperCode