HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Anomaly Detection On Fashion Mnist

평가 지표

ROC AUC

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	ROC AUC	Paper Title	Repository
Self-Supervised DeepSVDD	84.8	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	-
P-KDGAN	0.9293	P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection	-
IGD (scratch)	92.01	Deep One-Class Classification via Interpolated Gaussian Descriptor	-
Self-Supervised One-class SVM, RBF kernel	92.8	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	-
GAN based Anomaly Detection in Imbalance Problems	98.6	GAN-based Anomaly Detection in Imbalance Problems	-
Shell-based Anomaly (supervised)	92.1	Shell Theory: A Statistical Model of Reality
IGD (pre-trained ImageNet)	93.57	Deep One-Class Classification via Interpolated Gaussian Descriptor	-
PANDA-OE	91.8	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	-
Reverse Distillation	95.0	Anomaly Detection via Reverse Distillation from One-Class Embedding	-
PANDA	95.6	PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation	-
IGD (pre-trained SSL)	94.41	Deep One-Class Classification via Interpolated Gaussian Descriptor	-
DASVDD	92.6	DASVDD: Deep Autoencoding Support Vector Data Descriptor for Anomaly Detection	-

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