arXiv (Cornell University) · 2022 · 19 citations · 0 references
ComputingComputer ScienceArtificial IntelligenceComputer VisionHuman-robot InteractionEmbodied InteractionEmbodied LearningGesture RecognitionMultimodal InteractionEmbodied AgentsEmbodied RoboticsEmbodied VisionEvaluation MetricsHuman-computer EmbodimentNavigation
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.