Our professor Zdenko Kovačić attended the 26th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2018), which was held in Supetar-Split, Croatia, where he presented the paper entitled “Object Classification for Child Behavior Observation in the Context of Autism Diagnostics Using a Deep Learning-based Approach”. The paper brought to attention the results of a LARICS student, Mihael Presečan, which demonstrate the effectiveness of a deep learning approach for object detection and classification using a mono-vision feedback of a NAO humanoid robot for assessing a child’s behavior during free play with standardized toys, which is one of the tasks contained in the standard ADOS-2 autism spectrum disorder diagnostic protocol used by clinicians.