Anomaly Detection on Hyper-Kvasir Dataset

Metric: AUC (higher is better)

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#	Model↕	AUC▼	Augmentations	Paper	Date↕	Code
1	CCD	0.972	No	Constrained Contrastive Distribution Learning fo...	2021-03-05	Code
2	IGD	0.939	No	Deep One-Class Classification via Interpolated G...	2021-01-25	Code
3	PANDA	0.937	No	PANDA: Adapting Pretrained Features for Anomaly ...	2020-10-12	Code
4	PaDiM	0.923	No	PaDiM: a Patch Distribution Modeling Framework f...	2020-11-17	Code
5	F-Anogan	0.907	No	-	-	Code
6	OCGAN	0.813	No	OCGAN: One-class Novelty Detection Using GANs wi...	2019-03-20	-

#1CCDSOTA
0.972
AUC· 2021-03-05
Constrained Contrastive Distribution Learning for Unsupervised Anomaly Detection and Localisation in Medical Images Code
#2IGDSOTA
0.939
AUC· 2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor Code
#3PANDASOTA
0.937
AUC· 2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation Code
#4PaDiM
0.923
AUC· 2020-11-17
PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization Code
#5F-Anogan
0.907
AUC
No paperCode
#6OCGANSOTA
0.813
AUC· 2019-03-20
OCGAN: One-class Novelty Detection Using GANs with Constrained Latent Representations