ParamNet: A Parameter-variable Network for Fast Stain Normalization

1 code implementation • 11 May 2023 • Hongtao Kang, Die Luo, Li Chen, Junbo Hu, Shenghua Cheng, Tingwei Quan, Shaoqun Zeng, Xiuli Liu

The feature of parameter variable ensures that our network has a sufficient capability for various stain normalization tasks.

Computational Efficiency Parameter Prediction

An Efficient Cervical Whole Slide Image Analysis Framework Based on Multi-scale Semantic and Location Deep Features

1 code implementation • 29 Jun 2021 • Ziquan Wei, Shenghua Cheng, Junbo Hu, Li Chen, Shaoqun Zeng, Xiuli Liu

Digital gigapixel whole slide image (WSI) is widely used in clinical diagnosis, and automated WSI analysis is key for computer-aided diagnosis.

StainNet: a fast and robust stain normalization network

1 code implementation • 23 Dec 2020 • Hongtao Kang, Die Luo, Weihua Feng, Junbo Hu, Shaoqun Zeng, Tingwei Quan, Xiuli Liu

The conventional stain normalization is regarded as constructing a pixel-by-pixel color mapping model, which only depends on one reference image, and can not accurately achieve the style transformation between image datasets.

Computational Efficiency