nam 22 uu 4500 dbt_mods_00058928 10.22032/dbt.58928 doi dbt_mods_00058928 ger DE-601 rda eng 620 sdnb Rother, Anne Author aut Human uncertainty in interaction with a machine establishing a reference dataset Rother, Anne;Notni, Gunther;Hasse, Alexander;Noack, Benjamin;Beyer, Christian;Reißmann, Jan;Zhang, Chen;Ragni, Marco;Arlinghaus, Julia;Spiliopoulou, Myra Ilmenau 2023-11-03 6 Seiten text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier We investigate the task of malformed object classification in an industrial setting, where the term ‘malformed’ encompasses objects that are misshapen, distorted, corroded or broken. Recognizing whether such an object can be repaired, taken apart so that its components can be used otherwise, or dispatched for recycling, is a difficult classification task. Despite the progress of artificial intelligence for the classification of objects based on images, the classification of malformed objects still demands human involvement, because each such object is unique. Ideally, the intelligent machine should demand expert support only when it is uncertain about the class. But what if the human is also uncertain? Such a case must be recognized before being dealt with. Goal of this research thread is to establish a reference dataset on human uncertainty for such a classification problem and to derive indicators of uncertainty from sensory inputs. To this purpose, we designed an experiment for an object classification scenario where the uncertainty can be directly linked to the difficulty of labelling each object. By thus controlling uncertainty, we intend to build up a reference dataset and investigate how different sensory inputs can serve as uncertainty indicators for these data. article Notni, Gunther Author aut (DE-588)172636973 Hasse, Alexander Author aut Noack, Benjamin Author aut Beyer, Christian Author aut Reißmann, Jan Author aut Zhang, Chen Author aut Ragni, Marco Author aut Arlinghaus, Julia Author aut Spiliopoulou, Myra Author aut (DE-588)122165659 ilmedia Publisher pbl (DE-588)16003365-2 Technische Universität Ilmenau Fakultät für Maschinenbau host institution his Ilmenau Scientific Colloquium. Technische Universität Ilmenau ; 60 (Ilmenau) : 2023.09.04-08 5.2.127 Sattler, Kai-Uwe; ilmedia; Technische Universität Ilmenau. Fakultät für Maschinenbau; Ilmenau Scientific Colloquium. Technische Universität Ilmenau ; 60 (Ilmenau) : 2023.09.04-08; Technische Universität Ilmenau, Fakultät für Maschinenbau Engineering for a changing world dbt_mods_00058663 https://www.db-thueringen.de/receive/dbt_mods_00058928 object in context https://www.db-thueringen.de/servlets/MCRFileNodeServlet/dbt_derivate_00061813/ilm1-2023isc-127.pdf raw object https://www.db-thueringen.de/rsc/thumbnail/dbt_mods_00058928.png preview https://www.db-thueringen.de/receive/dbt_mods_00058928 uri