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아카이브 평가 50건 · 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
UniNet	Detection AUROC 99.8 Segmentation AUPRO (until 30% FPR) 93.9 Segmentation AUROC 98.8 Segmentation AUPRO 93.9	UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection 2025-02-28	코드 1
GLAD	Detection AUROC 99.5 Segmentation AUPRO (until 30% FPR) 94.3 Segmentation AUROC 98.6 Segmentation AUPRO 94.3 F1-Score 98.3	GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 2024-06-11	코드 1
UniNet(model-unified multi-class)	Detection AUROC 99.15 F1-Score 98.29	UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection 2025-02-28	코드 1
Dinomaly ViT-L (model-unified multi-class)	Detection AUROC 98.9 Segmentation AUPRO (until 30% FPR) 94.8 Segmentation AUROC 99.1 Segmentation AUPRO 94.8 F1-Score 96.1	Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection 2024-05-23	코드 1 · 코드 2
INP-Former ViT-B (model-unified multi-class)	Detection AUROC 98.9 Segmentation AUPRO (until 30% FPR) 94.4 Segmentation AUROC 98.9 Segmentation AUPRO 94.4 F1-Score 96.6	Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection 2025-03-04	코드 1 · 코드 2
DDAD	Detection AUROC 98.9 Segmentation AUPRO (until 30% FPR) 92.7 Segmentation AUROC 97.6	Anomaly Detection with Conditioned Denoising Diffusion Models 2023-05-25	코드 1
DiffusionAD	Detection AUROC 98.8 Segmentation AUPRO (until 30% FPR) 96.0 Segmentation AUROC 98.9 Segmentation AUPRO 96.0	DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection 2023-03-15	코드 1 · 코드 2
GLASS	Detection AUROC 98.8 Segmentation AUPRO (until 30% FPR) 92.8 Segmentation AUROC 98.8	A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization 2024-07-12	코드 1 · 코드 2
TransFusion	Detection AUROC 98.7 Segmentation AUPRO (until 30% FPR) 94.7	TransFusion -- A Transparency-Based Diffusion Model for Anomaly Detection 2023-11-16	코드 1
EfficientAD-M	Detection AUROC 98.1 Segmentation AUPRO (until 30% FPR) 94.0	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
HETMM	Detection AUROC 98.1 Segmentation AUROC 99.1	Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection 2023-03-28	코드 1
RealNet	Detection AUROC 97.8 Segmentation AUROC 98.8	RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 2024-03-09	코드 1
PBAS	Detection AUROC 97.7 Segmentation AUROC 98.6 Segmentation AUPRO 93.3	Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection 2024-12-23	코드 1
AnomalyDINO-S (full-shot)	Detection AUROC 97.6 Segmentation AUPRO (until 30% FPR) 96.1 Segmentation AUROC 98.8	AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 2024-05-23	코드 1
EfficientAD-S	Detection AUROC 97.5 Segmentation AUPRO (until 30% FPR) 93.1	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
ReContrast	Detection AUROC 97.5 Segmentation AUROC 98.2 Segmentation AUPRO 92.6	연결 없음 논문 날짜 미기재	연결 없음
FAIRnoDTD	Detection AUROC 97.1 Segmentation AUPRO (until 30% FPR) 91.2 Segmentation AUROC 98.7	FAIR: Frequency-aware Image Restoration for Industrial Visual Anomaly Detection 2023-09-13	코드 1
CRAS	Detection AUROC 97.0 Segmentation AUROC 98.4	Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection 2025-05-23	코드 1
URD	Detection AUROC 96.5 Segmentation AUPRO (until 30% FPR) 95.1 Segmentation AUROC 99.1	Unlocking the Potential of Reverse Distillation for Anomaly Detection 2024-12-10	코드 1
D3AD	Detection AUROC 96.0 Segmentation AUPRO (until 30% FPR) 94.1 Segmentation AUROC 97.9	Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection 2024-01-09	코드 1
AST	Detection AUROC 94.9 Segmentation AUPRO (until 30% FPR) 81.5	Asymmetric Student-Teacher Networks for Industrial Anomaly Detection 2022-10-14	코드 1
EdgRec	Detection AUROC 94.2 Segmentation AUPRO (until 30% FPR) 90.7	Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection 2022-10-26	코드 1
SuperSimpleNet	Detection AUROC 93.4 Segmentation AUPRO (until 30% FPR) 87.4 Segmentation AUPRO 87.4	SuperSimpleNet: Unifying Unsupervised and Supervised Learning for Fast and Reliable Surface Defect Detection 2024-08-06	코드 1 · 코드 2
Student-Teacher	Detection AUROC 93.2	Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings 2019-11-06	코드 1 · 코드 2 · 코드 3
MuSc (zero-shot)	Detection AUROC 92.8 Segmentation AUPRO (until 30% FPR) 92.7 Segmentation AUROC 98.8 Segmentation AUPRO 92.7	MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images 2024-01-30	코드 1
AnomalyDINO-S (4-shot)	Detection AUROC 92.6 Segmentation AUPRO (until 30% FPR) 94.1 Segmentation AUROC 98.2	AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 2024-05-23	코드 1
CFA	Detection AUROC 92.0 Segmentation AUPRO (until 30% FPR) 55.1	CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization 2022-06-09	코드 1 · 코드 2
CFLOW	Detection AUROC 91.5	CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows 2021-07-27	코드 1 · 코드 2 · 코드 3
AnomalyDINO-S (2-shot)	Detection AUROC 89.7 Segmentation AUPRO (until 30% FPR) 93.4 Segmentation AUROC 98	AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 2024-05-23	코드 1
GCAD	Detection AUROC 89.1 Segmentation AUPRO (until 30% FPR) 83.7	Beyond Dents and Scratches: Logical Constraints in Unsupervised Anomaly Detection and Localization 2022-02-22	연결 없음