← Anomaly Detection

Papers with Code · CC BY-SA 4.0

One-class CIFAR-100

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
GeneralAD	AUROC 98.4	GeneralAD: Anomaly Detection Across Domains by Attending to Distorted Features 2024-07-17	코드 1
Transformaly	AUROC 97.7	Transformaly -- Two (Feature Spaces) Are Better Than One 2021-12-08	코드 1
PANDA-OE	AUROC 97.3	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
Mean-Shifted Contrastive Loss	AUROC 96.5	Mean-Shifted Contrastive Loss for Anomaly Detection 2021-06-07	코드 1 · 코드 2
PANDA	AUROC 94.1	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
CSI	AUROC 89.6	CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances 2020-07-16	코드 1
GAN based Anomaly Detection in Imbalance Problems	AUROC 87.4	GAN-based Anomaly Detection in Imbalance Problems 2020-08-28	연결 없음
DisAug CLR	AUROC 86.5	Learning and Evaluating Representations for Deep One-class Classification 2020-11-04	코드 1
DUIAD	AUROC 86	Deep Unsupervised Image Anomaly Detection: An Information Theoretic Framework 2020-12-09	연결 없음
Rotation Prediction	AUROC 84.1	Learning and Evaluating Representations for Deep One-class Classification 2020-11-04	코드 1
MTL	AUROC 83.95	Shifting Transformation Learning for Out-of-Distribution Detection 2021-06-07	연결 없음
Self-Supervised Multi-Head RotNet	AUROC 80.1	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
Geom	AUROC 78.7	Deep Anomaly Detection Using Geometric Transformations 2018-05-28	코드 1 · 코드 2 · 코드 3
Self-Supervised DeepSVDD	AUROC 67	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
Self-Supervised One-class SVM, RBF kernel	AUROC 62.6	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1