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20212024
most citedDeep Industrial Image Anomaly Detection: A Survey

420 citations · 541 across the 16 of their papers we have counts for

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Showing 2023Show all

7 papers · 1 filter

cs.CV2023★ 11 cited

Real3D-AD: A Dataset of Point Cloud Anomaly Detection

Jiaqi Liu, Guoyang Xie, Ruitao Chen +5

High-precision point cloud anomaly detection is the gold standard for identifying the defects of advancing machining and precision manufacturing. Despite some methodological advanc…

cs.CV2023★ 3 cited

EasyNet: An Easy Network for 3D Industrial Anomaly Detection

Ruitao Chen, Guoyang Xie, Jiaqi Liu +4

3D anomaly detection is an emerging and vital computer vision task in industrial manufacturing (IM). Recently many advanced algorithms have been published, but most of them cannot…

eess.IV2023

K-Space-Aware Cross-Modality Score for Synthesized Neuroimage Quality Assessment

Guoyang Xie, Jinbao Wang, Yawen Huang +4

The problem of how to assess cross-modality medical image synthesis has been largely unexplored. The most used measures like PSNR and SSIM focus on analyzing the structural feature…

cs.CV2023★ 2 cited

What makes a good data augmentation for few-shot unsupervised image anomaly detection?

Lingrui Zhang, Shuheng Zhang, Guoyang Xie +5

Data augmentation is a promising technique for unsupervised anomaly detection in industrial applications, where the availability of positive samples is often limited due to factors…

cs.CV2023★ 2 cited

IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing

Guoyang Xie, Jinbao Wang, Jiaqi Liu +5

Image anomaly detection (IAD) is an emerging and vital computer vision task in industrial manufacturing (IM). Recently, many advanced algorithms have been reported, but their perfo…

cs.CV2023★ 25 cited

Pushing the Limits of Fewshot Anomaly Detection in Industry Vision: Graphcore

Guoyang Xie, Jinbao Wang, Jiaqi Liu +2

In the area of fewshot anomaly detection (FSAD), efficient visual feature plays an essential role in memory bank M-based methods. However, these methods do not account for the rela…