Search Results for author: Zhikang Liu

Found 2 papers, 1 papers with code

Label-guided Attention Distillation for Lane Segmentation

no code implementations4 Apr 2023 Zhikang Liu, Lanyun Zhu

In this paper, we address this issue by designing a distillation method that exploits label structure when training segmentation network.

Segmentation

SimpleNet: A Simple Network for Image Anomaly Detection and Localization

1 code implementation CVPR 2023 Zhikang Liu, Yiming Zhou, Yuansheng Xu, Zilei Wang

SimpleNet consists of four components: (1) a pre-trained Feature Extractor that generates local features, (2) a shallow Feature Adapter that transfers local features towards target domain, (3) a simple Anomaly Feature Generator that counterfeits anomaly features by adding Gaussian noise to normal features, and (4) a binary Anomaly Discriminator that distinguishes anomaly features from normal features.

Ranked #11 on Anomaly Detection on MVTec AD (using extra training data)

Anomaly Detection Novelty Detection

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