Planning CT-Guided Dual-Branch Attention GAN for Longitudinal CBCT Outpainting in Adaptive Radiotherapy.
Limited longitudinal field of view in cone-beam computed tomography (CBCT) remains a significant challenge for image-guided adaptive radiotherapy. We developed a deep learning-based CBCT outpainting framework that synthesizes anatomically consistent extensions beyond the scanned volume. The model employs a dual-branch...