OpenCodePapers

anomaly-detection-on-fashion-mnist

Anomaly Detection
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PaperCodeROC AUCModelNameReleaseDate
GAN-based Anomaly Detection in Imbalance Problems98.6GAN based Anomaly Detection in Imbalance Problems2020-08-28
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation✓ Link95.6PANDA2020-10-12
Anomaly Detection via Reverse Distillation from One-Class Embedding✓ Link95.0Reverse Distillation2022-01-26
Deep One-Class Classification via Interpolated Gaussian Descriptor✓ Link94.41IGD (pre-trained SSL)2021-01-25
Deep One-Class Classification via Interpolated Gaussian Descriptor✓ Link93.57IGD (pre-trained ImageNet)2021-01-25
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation✓ Link92.8Self-Supervised One-class SVM, RBF kernel2020-10-12
DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection✓ Link92.6DASVDD2021-06-09
Shell Theory: A Statistical Model of Reality✓ Link92.1Shell-based Anomaly (supervised)2021-05-28
Deep One-Class Classification via Interpolated Gaussian Descriptor✓ Link92.01IGD (scratch)2021-01-25
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation✓ Link91.8PANDA-OE2020-10-12
PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation✓ Link84.8Self-Supervised DeepSVDD2020-10-12
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection0.9293P-KDGAN2020-07-14
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