Papers with Code · CC BY-SA 4.0

One-class CIFAR-10

아카이브 평가 36건 · 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
CLIP (OE)	AUROC 99.6	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images 2022-05-23	코드 1
GeneralAD	AUROC 99.3	GeneralAD: Anomaly Detection Across Domains by Attending to Distorted Features 2024-07-17	코드 1
Fake It Till You Make It	AUROC 99.1	Fake It Till You Make It: Towards Accurate Near-Distribution Novelty Detection 2022-05-28	코드 1
BLISS	AUROC 99.1	When Text and Images Don't Mix: Bias-Correcting Language-Image Similarity Scores for Anomaly Detection 2024-07-24	연결 없음
PANDA-OE	AUROC 98.9	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
Mean-Shifted Contrastive Loss	AUROC 98.6	Mean-Shifted Contrastive Loss for Anomaly Detection 2021-06-07	코드 1 · 코드 2
CLIP (zero shot)	AUROC 98.5	Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images 2022-05-23	코드 1
DINO-FT	AUROC 98.4	Anomaly Detection Requires Better Representations 2022-10-19	코드 1
Transformaly	AUROC 98.3	Transformaly -- Two (Feature Spaces) Are Better Than One 2021-12-08	코드 1
CAP	AUROC 97.0	Constrained Adaptive Projection with Pretrained Features for Anomaly Detection 2021-12-05	코드 1
PANDA	AUROC 96.2	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation 2020-10-12	코드 1
CSI	AUROC 94.3	CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances 2020-07-16	코드 1
DUIAD	AUROC 92.6	Deep Unsupervised Image Anomaly Detection: An Information Theoretic Framework 2020-12-09	연결 없음
DN2	AUROC 92.5	Deep Nearest Neighbor Anomaly Detection 2020-02-24	연결 없음
DisAug CLR	AUROC 92.5	Learning and Evaluating Representations for Deep One-class Classification 2020-11-04	코드 1
FCDD	AUROC 92	Explainable Deep One-Class Classification 2020-07-03	코드 1
IGD (pre-trained SSL)	AUROC 91.25	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
GAN based Anomaly Detection in Imbalance Problems	AUROC 90.6	GAN-based Anomaly Detection in Imbalance Problems 2020-08-28	연결 없음
SSOOD	AUROC 90.1	Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty 2019-06-28	코드 1 · 코드 2 · 코드 3 · 코드 4
SSD	AUROC 90.0	SSD: A Unified Framework for Self-Supervised Outlier Detection 2021-03-22	코드 1 · 코드 2 · 코드 3
UTAD	AUROC 88.4	Unsupervised Two-Stage Anomaly Detection 2021-03-22	연결 없음
GOAD	AUROC 88.2	Classification-Based Anomaly Detection for General Data 2020-05-05	코드 1 · 코드 2
ARNET	AUROC 86.6	Attribute Restoration Framework for Anomaly Detection 2019-11-25	코드 1
Reverse Distillation	AUROC 86.5	Anomaly Detection via Reverse Distillation from One-Class Embedding 2022-01-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
ADT	AUROC 86	Deep Anomaly Detection Using Geometric Transformations 2018-05-28	코드 1 · 코드 2 · 코드 3
IGD (pre-trained ImageNet)	AUROC 83.68	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
ESAD	AUROC 83.3	ESAD: End-to-end Deep Semi-supervised Anomaly Detection 2020-12-09	연결 없음
IGD (scratch)	AUROC 74.33	Deep One-Class Classification via Interpolated Gaussian Descriptor 2021-01-25	코드 1 · 코드 2
P-KDGAN	AUROC 73.05	P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection 2020-07-14	연결 없음
OLED	AUROC 67.1	OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection 2021-03-27	코드 1