This paper presents a vision-based people detection system for improving safety in heavy machines. We propose a perception system composed of a monocular fisheye camera and a LiDAR. Fisheye cameras have the advantage of a wide field-of-view. but the strong distortions that they create must be handled at the detection stage. https://www.bempresas.com/