← Anomaly Detection
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아카이브 평가 40건 · 마지막 적재/변경

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
CSAD
Avg. Detection AUROC
95.3
Detection AUROC (only logical)
96.7
Detection AUROC (only structural)
94.0
CSAD: Unsupervised Component Segmentation for Logical Anomaly Detection
2024-08-28
코드 1
PSAD
Avg. Detection AUROC
94.9
Detection AUROC (only logical)
98.1
Detection AUROC (only structural)
91.6
Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection
2023-12-21
코드 1
PUAD-M
Avg. Detection AUROC
94.4
Detection AUROC (only logical)
93.7
Detection AUROC (only structural)
95.9
PUAD: Frustratingly Simple Method for Robust Anomaly Detection
2024-02-23
코드 1
SINBAD+EfficientAD
Avg. Detection AUROC
94.2
Detection AUROC (only logical)
95.8
Detection AUROC (only structural)
94.2
Set Features for Anomaly Detection
2023-11-24
코드 1
PUAD-S
Avg. Detection AUROC
93.1
Detection AUROC (only logical)
92.0
Detection AUROC (only structural)
94.1
PUAD: Frustratingly Simple Method for Robust Anomaly Detection
2024-02-23
코드 1
EfficientAD-M
Avg. Detection AUROC
90.7
Detection AUROC (only logical)
86.8
Detection AUROC (only structural)
94.7
Segmentation AU-sPRO (until FPR 5%)
79.8
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies
2023-03-25
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18 · 코드 19 · 코드 20 · 코드 21 · 코드 22 · 코드 23 · 코드 24 · 코드 25 · 코드 26 · 코드 27 · 코드 28 · 코드 29 · 코드 30 · 코드 31 · 코드 32 · 코드 33
SAM-LAD
Avg. Detection AUROC
90.7
Segmentation AU-sPRO (until FPR 5%)
83.2
SAM-LAD: Segment Anything Model Meets Zero-Shot Logic Anomaly Detection
2024-06-02
연결 없음
SLSG
Avg. Detection AUROC
90.3
Detection AUROC (only logical)
89.6
Detection AUROC (only structural)
91.4
Segmentation AU-sPRO (until FPR 5%)
67.3
SLSG: Industrial Image Anomaly Detection by Learning Better Feature Embeddings and One-Class Classification
2023-04-30
연결 없음
ComAD+PatchCore
Avg. Detection AUROC
90.1
Detection AUROC (only logical)
89.4
Detection AUROC (only structural)
90.9
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15
코드 1
EfficientAD-S
Avg. Detection AUROC
90.0
Detection AUROC (only logical)
85.8
Detection AUROC (only structural)
94.1
Segmentation AU-sPRO (until FPR 5%)
77.8
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies
2023-03-25
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18 · 코드 19 · 코드 20 · 코드 21 · 코드 22 · 코드 23 · 코드 24 · 코드 25 · 코드 26 · 코드 27 · 코드 28 · 코드 29 · 코드 30 · 코드 31 · 코드 32 · 코드 33
ComAD+AST
Avg. Detection AUROC
89.8
Detection AUROC (only logical)
90.1
Detection AUROC (only structural)
89.4
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15
코드 1
SINBAD Ens
Avg. Detection AUROC
88.3
Detection AUROC (only logical)
91.2
Detection AUROC (only structural)
85.5
Set Features for Anomaly Detection
2023-11-24
코드 1
ComAD+RD4AD
Avg. Detection AUROC
88.2
Detection AUROC (only logical)
87.5
Detection AUROC (only structural)
88.8
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15
코드 1
HETMM
Avg. Detection AUROC
88.1
Detection AUROC (only logical)
83.2
Detection AUROC (only structural)
92.9
Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection
2023-03-28
코드 1
ComAD+DRAEM
Avg. Detection AUROC
87.9
Detection AUROC (only logical)
85.9
Detection AUROC (only structural)
89.9
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15
코드 1
GRAD
Avg. Detection AUROC
87.5
Generating and Reweighting Dense Contrastive Patterns for Unsupervised Anomaly Detection
2023-12-26
연결 없음
SINBAD
Avg. Detection AUROC
86.8
Detection AUROC (only logical)
88.9
Detection AUROC (only structural)
84.7
Set Features for Fine-grained Anomaly Detection
2023-02-23
코드 1
THFR
Avg. Detection AUROC
86.0
Detection AUROC (only logical)
85.2
Detection AUROC (only structural)
86.7
Segmentation AU-sPRO (until FPR 5%)
74.1
Template-guided Hierarchical Feature Restoration for Anomaly Detection
2023-01-01
연결 없음
LADMIM
Avg. Detection AUROC
86.0
Detection AUROC (only logical)
83.1
Detection AUROC (only structural)
90.3
LADMIM: Logical Anomaly Detection with Masked Image Modeling in Discrete Latent Space
2024-10-14
연결 없음
DSKD
Avg. Detection AUROC
84.0
Detection AUROC (only logical)
81.2
Detection AUROC (only structural)
86.9
Segmentation AU-sPRO (until FPR 5%)
73.0
Contextual Affinity Distillation for Image Anomaly Detection
2023-07-06
연결 없음
DADF
Avg. Detection AUROC
83.7
Detection AUROC (only logical)
79.2
Detection AUROC (only structural)
88.2
Segmentation AU-sPRO (until FPR 5%)
67.4
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow
2023-03-31
코드 1
GCAD
Avg. Detection AUROC
83.3
Detection AUROC (only logical)
86.0
Detection AUROC (only structural)
80.6
Segmentation AU-sPRO (until FPR 5%)
70.1
Beyond Dents and Scratches: Logical Constraints in Unsupervised Anomaly Detection and Localization
2022-02-22
연결 없음
GLCF
Avg. Detection AUROC
83.1
Detection AUROC (only logical)
82.4
Detection AUROC (only structural)
83.8
Segmentation AU-sPRO (until FPR 5%)
70.3
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection
2023-03-10
연결 없음
DSR
Avg. Detection AUROC
82.6
Detection AUROC (only logical)
75.0
Detection AUROC (only structural)
90.2
Segmentation AU-sPRO (until FPR 5%)
58.5
DSR -- A dual subspace re-projection network for surface anomaly detection
2022-08-02
코드 1
ComAD
Avg. Detection AUROC
81.2
Detection AUROC (only logical)
87.7
Detection AUROC (only structural)
74.6
Component-aware anomaly detection framework for adjustable and logical industrial visual inspection
2023-05-15
코드 1
PatchCore
Avg. Detection AUROC
80.3
Detection AUROC (only logical)
75.8
Segmentation AU-sPRO (until FPR 5%)
39.7
Towards Total Recall in Industrial Anomaly Detection
2021-06-15
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18
PatchCore Ensemble
Avg. Detection AUROC
79.4
Detection AUROC (only logical)
71.0
Detection AUROC (only structural)
87.7
Segmentation AU-sPRO (until FPR 5%)
36.5
Towards Total Recall in Industrial Anomaly Detection
2021-06-15
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 · 코드 17 · 코드 18
FastFlow
Avg. Detection AUROC
79.2
Detection AUROC (only logical)
75.5
Detection AUROC (only structural)
82.9
Segmentation AU-sPRO (until FPR 5%)
56.8
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows
2021-11-15
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
RD4AD
Avg. Detection AUROC
78.7
Detection AUROC (only logical)
69.4
Detection AUROC (only structural)
88.0
Segmentation AU-sPRO (until FPR 5%)
63.7
Anomaly Detection via Reverse Distillation from One-Class Embedding
2022-01-26
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
SimpleNet
Avg. Detection AUROC
77.6
Detection AUROC (only logical)
71.5
Detection AUROC (only structural)
83.7
Segmentation AU-sPRO (until FPR 5%)
36.3
SimpleNet: A Simple Network for Image Anomaly Detection and Localization
2023-03-27
코드 1 · 코드 2