Publications by authors named "Yunjia Tian"
Bioengineering (Basel)
March 2023
Article Synopsis
- Nuclei segmentation and classification are crucial in digital pathology, but existing deep learning methods often use two separate neural networks, leading to inefficiencies.
- This paper introduces GSN-HVNET, a lightweight encoder-decoder framework that simultaneously performs segmentation and classification of nuclei, streamlining the process.
- The model features unique blocks for reduced computational cost and enhanced stability, and it outperforms leading models in accuracy and efficiency based on experimental results.
