Anomaly Detection on Fashion-MNIST

Metric: ROC AUC (higher is better)

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#	Model↕	ROC AUC▼	Augmentations	Paper	Date↕	Code
1	GAN based Anomaly Detection in Imbalance Problems	98.6	No	-	-	-
2	PANDA	95.6	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
3	Reverse Distillation	95	No	Anomaly Detection via Reverse Distillation from ...	2022-01-26	Code
4	IGD (pre-trained SSL)	94.41	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
5	IGD (pre-trained ImageNet)	93.57	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
6	Self-Supervised One-class SVM, RBF kernel	92.8	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
7	DASVDD	92.6	No	DASVDD: Deep Autoencoding Support Vector Data De...	2021-06-09	Code
8	Shell-based Anomaly (supervised)	92.1	No	-	-	Code
9	IGD (scratch)	92.01	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
10	PANDA-OE	91.8	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
11	Self-Supervised DeepSVDD	84.8	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
12	P-KDGAN	0.9293	No	P-KDGAN: Progressive Knowledge Distillation with...	2020-07-14	-

#1GAN based Anomaly Detection in Imbalance Problems
98.6
ROC AUC
No paper
#2PANDASOTA
95.6
ROC AUC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#3Reverse Distillation
95
ROC AUC· 2022-01-26
Anomaly Detection via Reverse Distillation from One-Class Embedding Code
#4IGD (pre-trained SSL)
94.41
ROC AUC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#5IGD (pre-trained ImageNet)
93.57
ROC AUC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#6Self-Supervised One-class SVM, RBF kernel
92.8
ROC AUC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#7DASVDD
92.6
ROC AUC· 2021-06-09
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection Code
#8Shell-based Anomaly (supervised)
92.1
ROC AUC
No paperCode
#9IGD (scratch)
92.01
ROC AUC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#10PANDA-OE
91.8
ROC AUC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#11Self-Supervised DeepSVDD
84.8
ROC AUC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#12P-KDGANSOTA
0.9293
ROC AUC· 2020-07-14
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection