Anomaly Detection on One-class CIFAR-10

Metric: AUROC (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide augmentations

Sort:

#	Model↕	AUROC▼	Augmentations	Paper	Date↕	Code
1	CLIP (OE)	99.6	Yes	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
2	GeneralAD	99.3	No	GeneralAD: Anomaly Detection Across Domains by A...	2024-07-17	Code
3	Fake It Till You Make It	99.1	Yes	Fake It Till You Make It: Towards Accurate Near-...	2022-05-28	Code
4	BLISS	99.1	No	When Text and Images Don't Mix: Bias-Correcting ...	2024-07-24	-
5	PANDA-OE	98.9	Yes	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
6	Mean-Shifted Contrastive Loss	98.6	Yes	Mean-Shifted Contrastive Loss for Anomaly Detect...	2021-06-07	Code
7	CLIP (zero shot)	98.5	No	Exposing Outlier Exposure: What Can Be Learned F...	2022-05-23	Code
8	DINO-FT	98.4	No	Anomaly Detection Requires Better Representations	2022-10-19	Code
9	Transformaly	98.3	Yes	Transformaly -- Two (Feature Spaces) Are Better ...	2021-12-08	Code
10	CAP	97	No	Constrained Adaptive Projection with Pretrained ...	2021-12-05	Code
11	PANDA	96.2	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
12	CSI	94.3	No	CSI: Novelty Detection via Contrastive Learning ...	2020-07-16	Code
13	DUIAD	92.6	No	Deep Unsupervised Image Anomaly Detection: An In...	2020-12-09	-
14	DN2	92.5	Yes	Deep Nearest Neighbor Anomaly Detection	2020-02-24	-
15	DisAug CLR	92.5	No	Learning and Evaluating Representations for Deep...	2020-11-04	Code
16	FCDD	92	Yes	Explainable Deep One-Class Classification	2020-07-03	Code
17	IGD (pre-trained SSL)	91.25	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
18	GAN based Anomaly Detection in Imbalance Problems	90.6	Yes	-	-	-
19	SSOOD	90.1	No	Using Self-Supervised Learning Can Improve Model...	2019-06-28	Code
20	SSD	90	No	SSD: A Unified Framework for Self-Supervised Out...	2021-03-22	Code
21	UTAD	88.4	No	Unsupervised Two-Stage Anomaly Detection	2021-03-22	-
22	GOAD	88.2	No	Classification-Based Anomaly Detection for Gener...	2020-05-05	Code
23	ARNET	86.6	No	Attribute Restoration Framework for Anomaly Dete...	2019-11-25	Code
24	Reverse Distillation	86.5	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
25	ADT	86	No	Deep Anomaly Detection Using Geometric Transform...	2018-05-28	Code
26	IGD (pre-trained ImageNet)	83.68	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
27	ESAD	83.3	Yes	ESAD: End-to-end Deep Semi-supervised Anomaly De...	2020-12-09	-
28	IGD (scratch)	74.33	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
29	P-KDGAN	73.05	No	P-KDGAN: Progressive Knowledge Distillation with...	2020-07-14	-
30	OLED	67.1	No	OLED: One-Class Learned Encoder-Decoder Network ...	2021-03-27	Code
31	OCGAN	66.83	No	OCGAN: One-class Novelty Detection Using GANs wi...	2019-03-20	-
32	FastFlow	66.7	No	FastFlow: Unsupervised Anomaly Detection and Loc...	2021-11-15	Code
33	DASVDD	66.5	No	DASVDD: Deep Autoencoding Support Vector Data De...	2021-06-09	Code
34	Deep SVDD	65.7	No	-	-	Code
35	Self-Supervised DeepSVDD	64.8	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
36	Self-Supervised One-class SVM, RBF kernel	64.7	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code

#1CLIP (OE)SOTA
99.6
AUROC· Augmentations· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#2GeneralAD
99.3
AUROC· 2024-07-17
GeneralAD: Anomaly Detection Across Domains by Attending to Distorted Features Code
#3Fake It Till You Make It
99.1
AUROC· Augmentations· 2022-05-28
Fake It Till You Make It: Towards Accurate Near-Distribution Novelty Detection Code
#4BLISS
99.1
AUROC· 2024-07-24
When Text and Images Don't Mix: Bias-Correcting Language-Image Similarity Scores for Anomaly Detection
#5PANDA-OESOTA
98.9
AUROC· Augmentations· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#6Mean-Shifted Contrastive Loss
98.6
AUROC· Augmentations· 2021-06-07
Mean-Shifted Contrastive Loss for Anomaly Detection Code
#7CLIP (zero shot)
98.5
AUROC· 2022-05-23
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Code
#8DINO-FT
98.4
AUROC· 2022-10-19
Anomaly Detection Requires Better Representations Code
#9Transformaly
98.3
AUROC· Augmentations· 2021-12-08
Transformaly -- Two (Feature Spaces) Are Better Than One Code
#10CAP
97
AUROC· 2021-12-05
Constrained Adaptive Projection with Pretrained Features for Anomaly Detection Code
#11PANDA
96.2
AUROC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#12CSISOTA
94.3
AUROC· 2020-07-16
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances Code
#13DUIAD
92.6
AUROC· 2020-12-09
Deep Unsupervised Image Anomaly Detection: An Information Theoretic Framework
#14DN2SOTA
92.5
AUROC· Augmentations· 2020-02-24
Deep Nearest Neighbor Anomaly Detection
#15DisAug CLR
92.5
AUROC· 2020-11-04
Learning and Evaluating Representations for Deep One-class Classification Code
#16FCDD
92
AUROC· Augmentations· 2020-07-03
Explainable Deep One-Class Classification Code
#17IGD (pre-trained SSL)
91.25
AUROC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#18GAN based Anomaly Detection in Imbalance Problems
90.6
AUROC· Augmentations
No paper
#19SSOODSOTA
90.1
AUROC· 2019-06-28
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty Code
#20SSD
90
AUROC· 2021-03-22
SSD: A Unified Framework for Self-Supervised Outlier Detection Code
#21UTAD
88.4
AUROC· 2021-03-22
Unsupervised Two-Stage Anomaly Detection
#22GOAD
88.2
AUROC· 2020-05-05
Classification-Based Anomaly Detection for General Data Code
#23ARNET
86.6
AUROC· 2019-11-25
Attribute Restoration Framework for Anomaly Detection Code
#24Reverse Distillation
86.5
AUROC· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#25ADTSOTA
86
AUROC· 2018-05-28
Deep Anomaly Detection Using Geometric Transformations Code
#26IGD (pre-trained ImageNet)
83.68
AUROC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#27ESAD
83.3
AUROC· Augmentations· 2020-12-09
ESAD: End-to-end Deep Semi-supervised Anomaly Detection
#28IGD (scratch)
74.33
AUROC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#29P-KDGAN
73.05
AUROC· 2020-07-14
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection
#30OLED
67.1
AUROC· 2021-03-27
OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection Code
#31OCGAN
66.83
AUROC· 2019-03-20
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations
#32FastFlow
66.7
AUROC· 2021-11-15
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows Code
#33DASVDD
66.5
AUROC· 2021-06-09
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection Code
#34Deep SVDD
65.7
AUROC
No paperCode
#35Self-Supervised DeepSVDD
64.8
AUROC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#36Self-Supervised One-class SVM, RBF kernel
64.7
AUROC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code