← Anomaly Detection

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아카이브 평가 15건 · 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
UniNet	Segmentation AUROC 97.70 Detection AUROC 97.73 Segmentation AUPRO 80.01	UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection 2025-02-28	코드 1
MuSc (zero-shot)	Segmentation AUROC 97.35 Detection AUROC 96.16 Segmentation AUPRO 83.43 Segmentation AP 57.15	MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images 2024-01-30	코드 1
RealNet	Segmentation AUROC 97.9 Detection AUROC 96.1	RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection 2024-03-09	코드 1
AD-CLSCNFs	Segmentation AUROC 97.13 Detection AUROC 95.93 Segmentation AUPRO 72.77 Segmentation AP 55.86	Anomaly Detection Using Normalizing Flow-Based Density Estimation and Synthetic Defect Classification 2024-05-28	코드 1
PyramidFlow (Res18)	Segmentation AUROC 97.7 Detection AUROC 95.8	PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow 2023-03-05	연결 없음
ReConPatch WRN-50	Detection AUROC 95.8 Segmentation AUPRO 97.5	ReConPatch : Contrastive Patch Representation Learning for Industrial Anomaly Detection 2023-05-26	코드 1
Reverse Distillation ++	Segmentation AUROC 97.43 Detection AUROC 95.63	Revisiting Reverse Distillation for Anomaly Detection 2023-01-01	코드 1
D3AD	Detection AUROC 95.2 Segmentation AUPRO 83.2	Dynamic Addition of Noise in a Diffusion Model for Anomaly Detection 2024-01-09	코드 1
CPR	Segmentation AUROC 98.4 Detection AUROC 94.8 Segmentation AUPRO 85.1 Segmentation AP 70.3	Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval 2023-08-13	코드 1
WeakREST-Un	Segmentation AUROC 98.7 Detection AUROC 94.4 Segmentation AUPRO 84.9 Segmentation AP 63.1	Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers 2023-06-06	연결 없음
URD	Segmentation AUROC 98.1 Detection AUROC 93.9 Segmentation AUPRO 78.5 Segmentation AP 65.2	Unlocking the Potential of Reverse Distillation for Anomaly Detection 2024-12-10	코드 1
FastFlow+AltUB	Segmentation AUROC 98.2	AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection 2022-10-26	연결 없음
PNI	Segmentation AUROC 97.8	PNI : Industrial Anomaly Detection using Position and Neighborhood Information 2022-11-22	코드 1
PatchSVDD	Segmentation AUROC 93.1	Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation 2020-06-29	코드 1 · 코드 2 · 코드 3
VT-ADL	Segmentation AUROC 81.8	VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization 2021-04-20	코드 1