Perspective Projection

Perspective projection, the mathematical representation of how 3D scenes are projected onto 2D images, is crucial for numerous applications, from robotics and autonomous navigation to medical imaging and 3D face reconstruction. Current research focuses on improving the accuracy and robustness of perspective projection models, particularly in challenging scenarios like those involving weak-perspective projections, fisheye lenses, and limited viewpoints, often employing deep learning architectures like convolutional neural networks and differentiable rendering techniques. These advancements are driving progress in areas such as object detection, pose estimation, and 3D reconstruction from various image modalities, leading to more accurate and reliable results in diverse fields.

Papers