2 papers
cs.CV2026
Beyond Representation Learning: A Systematic Study of Joint-Embedding Predictive Generation for 3D Brain MRI
Meng Zhou, Wenhao You, Yuxing Chen +1
Joint-embedding predictive architectures (JEPAs) have primarily been developed for self-supervised representation learning. Denoising JEPA (D-JEPA) recently demonstrated strong gen…
eess.IV2025
Text-guided multi-stage cross-perception network for medical image segmentation
Gaoyu Chen, Haixia Pan
Medical image segmentation plays a crucial role in clinical medicine, serving as a key tool for auxiliary diagnosis, treatment planning, and disease monitoring. However, traditiona…