AI RESEARCH

DeepSparse: A Foundation Model for Sparse-View CBCT Reconstruction

arXiv CS.CV

ArXi:2505.02628v2 Announce Type: replace-cross Cone-beam computed tomography (CBCT) is a critical 3D imaging technology in the medical field, while the high radiation exposure required for high-quality imaging raises significant concerns, particularly for vulnerable populations. Sparse-view reconstruction reduces radiation by using fewer X-ray projections while maintaining image quality, yet existing methods face challenges such as high computational demands and poor generalizability to different datasets.