21 citations · 22 across the 6 of their papers we have counts for
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cs.CV2024
Unlocking the Potential of Reverse Distillation for Anomaly Detection
Xinyue Liu, Jianyuan Wang, Biao Leng +1
Knowledge Distillation (KD) is a promising approach for unsupervised Anomaly Detection (AD). However, the student network's over-generalization often diminishes the crucial represe…
cs.CV2024
Tuned Reverse Distillation: Enhancing Multimodal Industrial Anomaly Detection with Crossmodal Tuners
Xinyue Liu, Jianyuan Wang, Biao Leng +1
Knowledge distillation (KD) has been widely studied in unsupervised image Anomaly Detection (AD), but its application to unsupervised multimodal AD remains underexplored. Existing…
cs.CV2024★ 21 cited
Dual-Modeling Decouple Distillation for Unsupervised Anomaly Detection
Xinyue Liu, Jianyuan Wang, Biao Leng +1
Knowledge distillation based on student-teacher network is one of the mainstream solution paradigms for the challenging unsupervised Anomaly Detection task, utilizing the differenc…