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아카이브 평가 148건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
WinCLIP+ (4-shot)	Detection AUROC 95.2 Segmentation AUPRO 89	WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 2023-03-26	코드 1 · 코드 2 · 코드 3 · 코드 4
CutPaste (Image level detector)	Detection AUROC 95.2 Segmentation AUROC 88.3	CutPaste: Self-Supervised Learning for Anomaly Detection and Localization 2021-04-08	코드 1 · 코드 2
RFS Energy	Detection AUROC 95.1	Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework 2021-08-27	코드 1
InTra	Detection AUROC 95.0 Segmentation AUROC 96.6	Inpainting Transformer for Anomaly Detection 2021-04-28	코드 1 · 코드 2
DifferNet	Detection AUROC 94.9 FPS 2	Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows 2020-08-28	코드 1 · 코드 2 · 코드 3
WinCLIP+ (2-shot)	Detection AUROC 94.4 Segmentation AUPRO 88.4	WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 2023-03-26	코드 1 · 코드 2 · 코드 3 · 코드 4
EAR	Detection AUROC 94.2	Excision And Recovery: Visual Defect Obfuscation Based Self-Supervised Anomaly Detection Strategy 2023-10-06	연결 없음
DFR	Detection AUROC 93.8 Segmentation AUROC 95.5 FPS 20	DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation 2020-12-13	코드 1
IGD (pre-trained SSL)	Detection AUROC 93.4 Segmentation AUROC 93.0	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
IGD	Detection AUROC 93.4	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
WinCLIP+ (1-shot)	Detection AUROC 93.1 Segmentation AUPRO 87.1	WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 2023-03-26	코드 1 · 코드 2 · 코드 3 · 코드 4
GCPF	Detection AUROC 93.1 Segmentation AUROC 96.86	Industrial Image Anomaly Localization Based on Gaussian Clustering of Pretrained Feature 2021-01-06	코드 1
PEDENet	Detection AUROC 92.8 Segmentation AUROC 95.9	PEDENet: Image Anomaly Localization via Patch Embedding and Density Estimation 2021-10-29	연결 없음
RegAD (16 shot)	Detection AUROC 92.7 Segmentation AUROC 96.6	Registration based Few-Shot Anomaly Detection 2022-07-15	코드 1
IGD (pre-trained ImageNet)	Detection AUROC 92.6 Segmentation AUROC 91	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
Patch-SVDD	Detection AUROC 92.1 Segmentation AUROC 95.7 FPS 2.1	Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation 2020-06-29	코드 1 · 코드 2 · 코드 3
WinCLIP (0-shot)	Detection AUROC 91.8 Segmentation AUPRO 64.6	WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation 2023-03-26	코드 1 · 코드 2 · 코드 3 · 코드 4
RIAD	Detection AUROC 91.7 Segmentation AUROC 94.2	Reconstruction by Inpainting for Visual Anomaly Detection 2020-10-17	코드 1 · 코드 2
AnomalyCLIP	Detection AUROC 91.5 Segmentation AUROC 91.1 Segmentation AUPRO 81.4	AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection 2023-10-29	코드 1 · 코드 2 · 코드 3
RegAD (8 shot)	Detection AUROC 91.2 Segmentation AUROC 96.7	Registration based Few-Shot Anomaly Detection 2022-07-15	코드 1
UTAD	Detection AUROC 90	Unsupervised Two-Stage Anomaly Detection 2021-03-22	연결 없음
VAE-GAN	Detection AUROC 90	Can I trust my anomaly detection system? A case study based on explainable AI 2024-07-29	코드 1
AdaCLIP	Detection AUROC 89.2 Segmentation AUROC 88.7	AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 2024-07-22	코드 1
RFS Energy (16 shot)	Detection AUROC 89.02	Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework 2021-08-27	코드 1
RegAD (4 shot)	Detection AUROC 88.2 Segmentation AUROC 95.8	Registration based Few-Shot Anomaly Detection 2022-07-15	코드 1
MOCCA	Detection AUROC 87.5	MOCCA: Multi-Layer One-Class ClassificAtion for Anomaly Detection 2020-12-09	코드 1
Mean-Shifted Contrastive Loss	Detection AUROC 87.2	Mean-Shifted Contrastive Loss for Anomaly Detection 2021-06-07	코드 1 · 코드 2
DisAug CLR	Detection AUROC 86.5 Segmentation AUROC 90.4	Learning and Evaluating Representations for Deep One-class Classification 2020-11-04	코드 1
RotNet (MLP Head)	Detection AUROC 86.3 Segmentation AUROC 93	Learning and Evaluating Representations for Deep One-class Classification 2020-11-04	코드 1
APRIL-GAN（zero-shot）	Detection AUROC 86.1 Segmentation AUROC 87.6 Segmentation AUPRO 44.0 Segmentation AP 40.8	APRIL-GAN: A Zero-/Few-Shot Anomaly Classification and Segmentation Method for CVPR 2023 VAND Workshop Challenge Tracks 1&2: 1st Place on Zero-shot AD and 4th Place on Few-shot AD 2023-05-27	코드 1 · 코드 2