Jingpeng Wu

GCTransNet: 3D mitochondrial instance segmentation based on Global Context Vision Transformers

2024 · bioRxiv (Cold Spring Harbor Laboratory)

ABSTRACT Mitochondria are double membrane-bound organelles essential for generating energy in eukaryotic cells. Mitochondria can be readily visualized in 3D using Volume Electron Microscopy (vEM), and accurate image segmentation is vital for quantitative analysis of …

Pan-cancer frozen section classification using a soft mixture of experts vision transformer under weak supervision

2026 · Scientific Reports

Intraoperative frozen section analysis is critical for evaluating tumor malignancy, assessing surgical margins, and informing real-time clinical decisions. However, limitations such as inconsistent slide quality, diagnostic variability, and time constraints challenge its reliability in routine …