Search Results for author: Zhaoge Liu

Found 2 papers, 2 papers with code

Generative Denoise Distillation: Simple Stochastic Noises Induce Efficient Knowledge Transfer for Dense Prediction

1 code implementation16 Jan 2024 Zhaoge Liu, Xiaohao Xu, Yunkang Cao, Weiming Shen

Knowledge distillation is the process of transferring knowledge from a more powerful large model (teacher) to a simpler counterpart (student).

Instance Segmentation Knowledge Distillation +5

Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization

1 code implementation IEEE Transactions on Industrial Informatics 2023 Yunkang Cao, Xiaohao Xu, Zhaoge Liu, Weiming Shen

CDO introduces a margin optimization module and an overlap optimization module to optimize the two key factors determining the localization performance, i. e., the margin and the overlap between the discrepancy distributions (DDs) of normal and abnormal samples.

 Ranked #1 on Anomaly Detection on MVTEC 3D-AD (using extra training data)

Anomaly Detection

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