Retrospectives on the Embodied AI Workshop

التفاصيل البيبلوغرافية
العنوان: Retrospectives on the Embodied AI Workshop
المؤلفون: Deitke, Matt, Batra, Dhruv, Bisk, Yonatan, Campari, Tommaso, Chang, Angel X., Chaplot, Devendra Singh, Chen, Changan, D'Arpino, Claudia Pérez, Ehsani, Kiana, Farhadi, Ali, Fei-Fei, Li, Francis, Anthony, Gan, Chuang, Grauman, Kristen, Hall, David, Han, Winson, Jain, Unnat, Kembhavi, Aniruddha, Krantz, Jacob, Lee, Stefan, Li, Chengshu, Majumder, Sagnik, Maksymets, Oleksandr, Martín-Martín, Roberto, Mottaghi, Roozbeh, Raychaudhuri, Sonia, Roberts, Mike, Savarese, Silvio, Savva, Manolis, Shridhar, Mohit, Sünderhauf, Niko, Szot, Andrew, Talbot, Ben, Tenenbaum, Joshua B., Thomason, Jesse, Toshev, Alexander, Truong, Joanne, Weihs, Luca, Wu, Jiajun
سنة النشر: 2022
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computer Vision and Pattern Recognition
الوصف: We present a retrospective on the state of Embodied AI research. Our analysis focuses on 13 challenges presented at the Embodied AI Workshop at CVPR. These challenges are grouped into three themes: (1) visual navigation, (2) rearrangement, and (3) embodied vision-and-language. We discuss the dominant datasets within each theme, evaluation metrics for the challenges, and the performance of state-of-the-art models. We highlight commonalities between top approaches to the challenges and identify potential future directions for Embodied AI research.
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2210.06849
رقم الأكسشن: edsarx.2210.06849
قاعدة البيانات: arXiv