Search Results for author: Peng Xing

Found 4 papers, 0 papers with code

ADPS: Asymmetric Distillation Post-Segmentation for Image Anomaly Detection

no code implementations19 Oct 2022 Peng Xing, Hao Tang, Jinhui Tang, Zechao Li

However, existing KDAD methods suffer from two main limitations: 1) the student network can effortlessly replicate the teacher network's representations, and 2) the features of the teacher network serve solely as a ``reference standard" and are not fully leveraged.

Anomaly Detection Knowledge Distillation

Visual Anomaly Detection Via Partition Memory Bank Module and Error Estimation

no code implementations26 Sep 2022 Peng Xing, Zechao Li

Reconstruction method based on the memory module for visual anomaly detection attempts to narrow the reconstruction error for normal samples while enlarging it for anomalous samples.

Anomaly Detection

Self-Supervised Guided Segmentation Framework for Unsupervised Anomaly Detection

no code implementations26 Sep 2022 Peng Xing, Yanpeng Sun, Zechao Li

In this paper, a novel Self-Supervised Guided Segmentation Framework (SGSF) is proposed by jointly exploring effective generation method of forged anomalous samples and the normal sample features as the guidance information of segmentation for anomaly detection.

Segmentation Unsupervised Anomaly Detection

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