← Anomaly Detection

Papers with Code · CC BY-SA 4.0

MPDD

아카이브 평가 16건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
GLASS	Detection AUROC 99.6 Segmentation AUROC 99.4 Segmentation AUPRO 98.2	A Unified Anomaly Synthesis Strategy with Gradient Ascent for Industrial Anomaly Detection and Localization 2024-07-12	코드 1 · 코드 2
CRAS	Detection AUROC 98.8 Segmentation AUROC 98.7	Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection 2025-05-23	코드 1
DMDD	Detection AUROC 98.10 Segmentation AUROC 98.96 Segmentation AUPRO 97.66	Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection 2024-08-07	연결 없음
PBAS	Detection AUROC 97.7 Segmentation AUROC 98.8 Segmentation AUPRO 97.1	Progressive Boundary Guided Anomaly Synthesis for Industrial Anomaly Detection 2024-12-23	코드 1
GLAD	Detection AUROC 97.5 Segmentation AUROC 98.7	GLAD: Towards Better Reconstruction with Global and Local Adaptive Diffusion Models for Unsupervised Anomaly Detection 2024-06-11	코드 1
POUTA	Detection AUROC 97.5	Produce Once, Utilize Twice for Anomaly Detection 2023-12-20	연결 없음
Dinomaly	Detection AUROC 97.2 Segmentation AUROC 99.1	Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection 2024-05-23	코드 1 · 코드 2
RealNet	Detection AUROC 96.3 Segmentation AUROC 98.2	RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 2024-03-09	코드 1
DiffusionAD	Detection AUROC 96.2 Segmentation AUROC 98.5 Segmentation AUPRO 95.3	DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection 2023-03-15	코드 1 · 코드 2
ULSAD	Detection AUROC 95.73 Segmentation AUROC 97.45 Segmentation AUPRO 92.02	Revisiting Deep Feature Reconstruction for Logical and Structural Industrial Anomaly Detection 2024-10-21	코드 1
LeMO	Detection AUROC 87.4 Segmentation AUROC 97.8 Segmentation AUPRO 91.9	Towards Total Online Unsupervised Anomaly Detection and Localization in Industrial Vision 2023-05-25	연결 없음
FastRecon	Detection AUROC 82.5 Segmentation AUROC 97.9	FastRecon: Few-shot Industrial Anomaly Detection via Fast Feature Reconstruction 2023-01-01	연결 없음
AdaCLIP	Detection AUROC 82.5 Segmentation AUROC 96.1	AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection 2024-07-22	코드 1
PatchCore	Detection AUROC 82.12 Segmentation AUROC 95.66	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
KAnoCLIP	Detection AUROC 77.8 Segmentation AUROC 98.3	KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration 2025-01-07	연결 없음
ADSPR	Segmentation AUROC 96.8	Anomaly Detection using Score-based Perturbation Resilience 2023-01-01	코드 1