Demo

FAQs

Formats and Compatibility

What file types are supported?

Full support for the two most common formats in the industry: LAS, LAZ (compressed), with the option of obtaining them directly from URLs.

System Requirements

Do I need high-end hardware?

The framework is designed for deployment on HPC (High Performance Computing) clusters. For preprocessing and classic Machine Learning tasks, VL3D++ runs on conventional workstations. However, for Deep Learning runs, high-end equipment with last-generation GPUs of at least 32 GB VRAM is recommended to ensure optimal performance on large-scale clouds.

Learning Curve

Do I need to be an AI expert?

No. The framework offers preconfigured mining, training and prediction pipelines for the most common cases, allowing professional results to be obtained with a minimal configuration in Python.

Scalability

Can it handle clouds of billions of points?

Yes. Thanks to its tile-based processing architecture and intelligent decimation, it is capable of analysing entire territorial extents without RAM limitations.

Licence

Is it really free for professional use?

Yes, the framework is distributed under the MIT Licence. This is a highly permissive open-source licence that allows use, copy, modification, merger, publication, distribution and sale of the software, both for academic and commercial purposes, with the sole condition of including the original copyright notice.