Papers with Code · CC BY-SA 4.0

MVTec AD

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
ACR (zero-shot)	Detection AUROC 85.8 Segmentation AUROC 92.5 Segmentation AUPRO 72.7 Segmentation AP 38.9	Zero-Shot Anomaly Detection via Batch Normalization 2023-02-15	코드 1
RFS Energy (1 shot)	Detection AUROC 85.61	Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework 2021-08-27	코드 1
SPADE	Detection AUROC 85.5 Segmentation AUROC 96.5 FPS 1.5	Sub-Image Anomaly Detection with Deep Pyramid Correspondences 2020-05-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
CDO	Segmentation AUROC 98.70 Segmentation AUPRO 96.50 FPS 79.6 (exclude data inputting time), 18.7 (contain data inputting time)	Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization 2023-02-17	코드 1
PyramidFlow (Res18)	Segmentation AUROC 97.1 Segmentation AUPRO 96.5	PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow 2023-03-05	연결 없음
PEFM	Segmentation AUROC 98.30 Segmentation AUPRO 95.52	Position Encoding Enhanced Feature Mapping for Image Anomaly Detection 2022-06-06	코드 1
PyramidFlow (FNF)	Segmentation AUROC 96.0 Segmentation AUPRO 94.5	PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow 2023-03-05	연결 없음
IKD	Segmentation AUROC 97.81 Segmentation AUPRO 92.55	Informative knowledge distillation for image anomaly segmentation 2022-07-19	코드 1
Student–Teacher AD (Multiscale)	Segmentation AUPRO 91.4 Segmentation AP 45.5	Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings 2019-11-06	코드 1 · 코드 2 · 코드 3
Student–Teacher AD (p=33)	Segmentation AUPRO 90.0	Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings 2019-11-06	코드 1 · 코드 2 · 코드 3
VCP-CLIP	Segmentation AUROC 92.0 Segmentation AUPRO 87.3 Segmentation AP 49.4	VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation 2024-07-17	코드 1
Student–Teacher AD (p=65)	Segmentation AUPRO 85.7	Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings 2019-11-06	코드 1 · 코드 2 · 코드 3
FastFlow+AltUB	Segmentation AUROC 98.83	AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection 2022-10-26	연결 없음
ReConPatch Ensemble	Segmentation AUROC 98.67	ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection 2023-05-26	코드 1
Semi-orthogonal	Segmentation AUROC 98.2	Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation 2021-05-31	코드 1 · 코드 2 · 코드 3
PaDiM-R18-Rd100	Segmentation AUROC 96.7	PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization 2020-11-17	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
CutPaste (Patch level detector)	Segmentation AUROC 96.0	CutPaste: Self-Supervised Learning for Anomaly Detection and Localization 2021-04-08	코드 1 · 코드 2
FAVAE	Segmentation AUROC 95.3	Anomaly localization by modeling perceptual features 2020-08-12	코드 1
FCDD (semi-supervised)	Segmentation AUROC 94	Explainable Deep One-Class Classification 2020-07-03	코드 1
CAVGA-R (weakly-supervised)	Segmentation AUROC 93	Attention Guided Anomaly Localization in Images 2019-11-19	연결 없음
CAVGA-D (weakly-supervised)	Segmentation AUROC 92	Attention Guided Anomaly Localization in Images 2019-11-19	연결 없음
VAE-grad	Segmentation AUROC 89.2	Iterative energy-based projection on a normal data manifold for anomaly localization 2020-02-10	코드 1
CAVGA-R (unsupervised)	Segmentation AUROC 89	Attention Guided Anomaly Localization in Images 2019-11-19	연결 없음
FCDD (unsupervised)	Segmentation AUROC 88	Explainable Deep One-Class Classification 2020-07-03	코드 1
CAVGA-D (unsupervised)	Segmentation AUROC 85	Attention Guided Anomaly Localization in Images 2019-11-19	연결 없음
CPR-faster(TensorRT)	FPS 1016	Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 2023-08-13	코드 1
CPR-fast(TensorRT)	FPS 362	Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 2023-08-13	코드 1
CPR(TensorRT)	FPS 130	Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 2023-08-13	코드 1