For Intelligence, Surveillance, Reconnaissance (ISR) missions of manned and unmanned air systems typical electro- optical payloads provide high-definition video data which has to be exploited with respect to relevant ground targets in real-time by automatic/assisted target recognition software. The customer has been developing required technologies for real-time sensor exploitation for years and has combined the latest advances of Deep Convolutional Neural Networks (CNN) with proprietary adaptations into a powerful object recognition system with impressive results on relevant high-definition video scenes compared to conventional target recognition approaches. We use these technologies within diverse projects and use cases and also embed them into the application platforms.