Search Results for author: Shaoqun Zeng

Found 6 papers, 4 papers with code

ParamNet: A Parameter-variable Network for Fast Stain Normalization

1 code implementation11 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

Cervical Glandular Cell Detection from Whole Slide Image with Out-Of-Distribution Data

1 code implementation29 May 2022 Ziquan Wei, Shenghua Cheng, Jing Cai, Shaoqun Zeng, Xiuli Liu, Zehua Wang

Cervical glandular cell (GC) detection is a key step in computer-aided diagnosis for cervical adenocarcinomas screening.

Cell Detection object-detection +1

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

1 code implementation29 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 implementation23 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

Reconstruct high-resolution multi-focal plane images from a single 2D wide field image

no code implementations21 Sep 2020 Jiabo Ma, Sibo Liu, Shenghua Cheng, Xiuli Liu, Li Cheng, Shaoqun Zeng

High-resolution 3D medical images are important for analysis and diagnosis, but axial scanning to acquire them is very time-consuming.

Generative Adversarial Network Super-Resolution

Multi-stage domain adversarial style reconstruction for cytopathological image stain normalization

no code implementations11 Sep 2019 Xihao Chen, Jingya Yu, Li Chen, Shaoqun Zeng, Xiuli Liu, Shenghua Cheng

This article proposes a new framework that normalizes the stain style for cytopathological images through a stain removal module and a multi-stage domain adversarial style reconstruction module.

regression

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