2 papers
cs.CV2026
Spectral Consistent Flow for One-step 3D Medical Image Translation
Haoqing Li, Jun Shi, Mingchao Li +4
We present Spectral Consistent Flow (SC-Flow), a 3D medical image translation framework with a single function evaluation (1-NFE) in the latent space. This approach reformulates me…
cs.CV2024
Predictive Accuracy-Based Active Learning for Medical Image Segmentation
Jun Shi, Shulan Ruan, Ziqi Zhu +4
Active learning is considered a viable solution to alleviate the contradiction between the high dependency of deep learning-based segmentation methods on annotated data and the exp…