UniTeam: Open Vocabulary Mobile Manipulation Challenge

التفاصيل البيبلوغرافية
العنوان: UniTeam: Open Vocabulary Mobile Manipulation Challenge
المؤلفون: Melnik, Andrew, Büttner, Michael, Harz, Leon, Brown, Lyon, Nandi, Gora Chand, PS, Arjun, Yadav, Gaurav Kumar, Kala, Rahul, Haschke, Robert
سنة النشر: 2023
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Robotics, Computer Science - Artificial Intelligence
الوصف: This report introduces our UniTeam agent - an improved baseline for the "HomeRobot: Open Vocabulary Mobile Manipulation" challenge. The challenge poses problems of navigation in unfamiliar environments, manipulation of novel objects, and recognition of open-vocabulary object classes. This challenge aims to facilitate cross-cutting research in embodied AI using recent advances in machine learning, computer vision, natural language, and robotics. In this work, we conducted an exhaustive evaluation of the provided baseline agent; identified deficiencies in perception, navigation, and manipulation skills; and improved the baseline agent's performance. Notably, enhancements were made in perception - minimizing misclassifications; navigation - preventing infinite loop commitments; picking - addressing failures due to changing object visibility; and placing - ensuring accurate positioning for successful object placement.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2312.08611
رقم الأكسشن: edsarx.2312.08611
قاعدة البيانات: arXiv