2 papers
cs.CV2025
An Active Learning Pipeline for Biomedical Image Instance Segmentation with Minimal Human Intervention
Shuo Zhao, Yu Zhou, Jianxu Chen
Biomedical image segmentation is critical for precise structure delineation and downstream analysis. Traditional methods often struggle with noisy data, while deep learning models…
cs.CV2025
Data Efficiency and Transfer Robustness in Biomedical Image Segmentation: A Study of Redundancy and Forgetting with Cellpose
Shuo Zhao, Jianxu Chen
Generalist biomedical image segmentation models such as Cellpose are increasingly applied across diverse imaging modalities and cell types. However, two critical challenges remain…