Manju Liu, PhD

Convolutional neural networks (CNNs) are effective in modeling local textures and fine-grained spatial structures, while Coordinate Attention captures long-range spatial dependencies, enhancing global contextual awareness and preserving positional information...

To evaluate the impact of respiratory motion on dose distribution and spatial modulation in VMAT-based Lattice Spatially Fractionated Radiotherapy(Lattice-SFRT), and to evaluate the stability of peak–valley dose characteristics using four-dimensional(4D) dose...