3D Voxel

3D voxel representations are increasingly used to model complex 3D scenes and objects, enabling efficient processing and analysis of volumetric data. Current research focuses on improving the accuracy and efficiency of voxel-based methods for tasks such as object detection, scene reconstruction, and view synthesis, often leveraging transformer architectures and sparse voxel representations to handle large-scale datasets and fine-grained details. These advancements are driving progress in diverse fields, including medical image analysis (e.g., intracranial hemorrhage diagnosis) and robotics (e.g., novel instance detection), by providing richer, more interpretable representations of 3D information than traditional methods. The development of novel algorithms for efficient voxel processing and improved data structures, such as run-length encoding, is a key focus for enhancing performance and scalability.