eCognition 8.7 introduces new point cloud analysis capabilities that allow users to directly analyze 3D point clouds and combine them with 2D image segments and 3D statistical attributes. It also features advanced machine learning algorithms like CART and SVM for complex classification problems. The development environment has been improved with more flexibility to build rulesets that can adapt to varying input data.