Coupling-subnet LoRA isolation plus TSA/ACL/TAL yields SOTA continual anomaly detection (98.4% MVTec, 93% VisA I-AUC) with parameter-level zero forgetting under correct routing.
arXiv preprint arXiv:2505.06603 (2025)
2 Pith papers cite this work. Polarity classification is still indexing.
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Proposes orthogonal LoRA banks and novelty-driven bank growth to preserve historical normality priors in continual diffusion-based anomaly detection, reporting 3.2-point pixel A-AUROC gains on VisA 2x6.
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DeCoFlow: Structural Decomposition of Normalizing Flows for Continual Anomaly Detection
Coupling-subnet LoRA isolation plus TSA/ACL/TAL yields SOTA continual anomaly detection (98.4% MVTec, 93% VisA I-AUC) with parameter-level zero forgetting under correct routing.
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Normality-Preserving Continual Industrial Anomaly Detection via Orthogonal LoRA Banks
Proposes orthogonal LoRA banks and novelty-driven bank growth to preserve historical normality priors in continual diffusion-based anomaly detection, reporting 3.2-point pixel A-AUROC gains on VisA 2x6.