4 papers
PositionIC: Unified Position and Identity Consistency for Image Customization
Junjie Hu, Tianyang Han, Kai Ma +6
Recent subject-driven image customization excels in fidelity, yet fine-grained instance-level spatial control remains an elusive challenge, hindering real-world applications. This…
Collaborative Reconstruction and Repair for Multi-class Industrial Anomaly Detection
Qishan Wang, Haofeng Wang, Shuyong Gao +5
Industrial anomaly detection is a challenging open-set task that aims to identify unknown anomalous patterns deviating from normal data distribution. To avoid the significant memor…
Search is All You Need for Few-shot Anomaly Detection
Qishan Wang, Jia Guo, Shuyong Gao +5
Few-shot anomaly detection (FSAD) has emerged as a crucial yet challenging task in industrial inspection, where normal distribution modeling must be accomplished with only a few no…
HSS-IAD: A Heterogeneous Same-Sort Industrial Anomaly Detection Dataset
Qishan Wang, Shuyong Gao, Junjie Hu +4
Multi-class Unsupervised Anomaly Detection algorithms (MUAD) are receiving increasing attention due to their relatively low deployment costs and improved training efficiency. Howev…