ML Research Wiki / Benchmarks / Anomaly Detection / Fashion-MNIST

Fashion-MNIST

Anomaly Detection Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: ROC AUC

Top Performing Models

Rank	Model	Paper	ROC AUC	Date	Code
1	PANDA	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	95.60	2020-10-12	📦 talreiss/PANDA
2	Reverse Distillation	Anomaly Detection via Reverse Distillation from One-Class Embedding	95.00	2022-01-26	📦 openvinotoolkit/anomalib 📦 hq-deng/RD4AD 📦 SimonThomine/RememberingNormality 📦 SimonThomine/DistillationAD 📦 Merenguelkl/Reverse_Disstilation
3	IGD (pre-trained SSL)	Deep One-Class Classification via Interpolated Gaussian Descriptor	94.41	2021-01-25	📦 tianyu0207/IGD 📦 m-3lab/awesome-visual-sensory-anomaly-detection
4	IGD (pre-trained ImageNet)	Deep One-Class Classification via Interpolated Gaussian Descriptor	93.57	2021-01-25	📦 tianyu0207/IGD 📦 m-3lab/awesome-visual-sensory-anomaly-detection
5	Self-Supervised One-class SVM, RBF kernel	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	92.80	2020-10-12	📦 talreiss/PANDA
6	DASVDD	DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection	92.60	2021-06-09	📦 Armanfard-Lab/DASVDD
7	IGD (scratch)	Deep One-Class Classification via Interpolated Gaussian Descriptor	92.01	2021-01-25	📦 tianyu0207/IGD 📦 m-3lab/awesome-visual-sensory-anomaly-detection
8	PANDA-OE	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	91.80	2020-10-12	📦 talreiss/PANDA
9	Self-Supervised DeepSVDD	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	84.80	2020-10-12	📦 talreiss/PANDA
10	P-KDGAN	P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection	0.93	2020-07-14	-

All Papers (10)

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

2020

PANDA

talreiss/PANDA

Anomaly Detection via Reverse Distillation from One-Class Embedding

2022

Reverse Distillation

openvinotoolkit/anomalib hq-deng/RD4AD

Deep One-Class Classification via Interpolated Gaussian Descriptor

2021

IGD (pre-trained SSL)

tianyu0207/IGD m-3lab/awesome-visual-sensory-anomaly-detection

Deep One-Class Classification via Interpolated Gaussian Descriptor

2021

IGD (pre-trained ImageNet)

tianyu0207/IGD m-3lab/awesome-visual-sensory-anomaly-detection

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

2020

Self-Supervised One-class SVM, RBF kernel

talreiss/PANDA

DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection

2021

DASVDD

Armanfard-Lab/DASVDD

Deep One-Class Classification via Interpolated Gaussian Descriptor

2021

IGD (scratch)

tianyu0207/IGD m-3lab/awesome-visual-sensory-anomaly-detection

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

2020

PANDA-OE

talreiss/PANDA

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

2020

Self-Supervised DeepSVDD

talreiss/PANDA

P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection

2020

P-KDGAN

Fashion-MNIST

Performance Over Time

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Top Performing Models

All Papers (10)

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

Anomaly Detection via Reverse Distillation from One-Class Embedding

Deep One-Class Classification via Interpolated Gaussian Descriptor

Deep One-Class Classification via Interpolated Gaussian Descriptor

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection

Deep One-Class Classification via Interpolated Gaussian Descriptor

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation

P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection

Model	Paper	ROC AUC	Date
PANDA	PANDA: Adapting Pretrained Features for Anomaly D…	95.60	2020-10-12
Reverse Distillation	Anomaly Detection via Reverse Distillation from O…	95.00	2022-01-26
IGD (pre-trained SSL)	Deep One-Class Classification via Interpolated Ga…	94.41	2021-01-25
IGD (pre-trained ImageNet)	Deep One-Class Classification via Interpolated Ga…	93.57	2021-01-25
Self-Supervised One-class SVM, RBF kernel	PANDA: Adapting Pretrained Features for Anomaly D…	92.80	2020-10-12
DASVDD	DASVDD: Deep Autoencoding Support Vector Data Des…	92.60	2021-06-09
IGD (scratch)	Deep One-Class Classification via Interpolated Ga…	92.01	2021-01-25
PANDA-OE	PANDA: Adapting Pretrained Features for Anomaly D…	91.80	2020-10-12
Self-Supervised DeepSVDD	PANDA: Adapting Pretrained Features for Anomaly D…	84.80	2020-10-12
P-KDGAN	P-KDGAN: Progressive Knowledge Distillation with …	0.93	2020-07-14