Dialogue Object Search
Roy, Monica, Zheng, Kaiyu, Liu, Jason, Tellex, Stefanie
–arXiv.org Artificial Intelligence
We envision robots that can collaborate and communicate seamlessly with humans. It is necessary for such robots to decide both what to say and how to act, while interacting with humans. To this end, we introduce a new task, dialogue object search: A robot is tasked to search for a target object (e.g. fork) in a human environment (e.g., kitchen), while engaging in a "video call" with a remote human who has additional but inexact knowledge about the target's location. That is, the robot conducts speech-based dialogue with the human, while sharing the image from its mounted camera. This task is challenging at multiple levels, from data collection, algorithm and system development,to evaluation. Despite these challenges, we believe such a task blocks the path towards more intelligent and collaborative robots. In this extended abstract, we motivate and introduce the dialogue object search task and analyze examples collected from a pilot study. We then discuss our next steps and conclude with several challenges on which we hope to receive feedback.
arXiv.org Artificial Intelligence
Jul-22-2021
- Country:
- North America > United States
- New York (0.04)
- Europe > Spain
- Valencian Community > Valencia Province > Valencia (0.04)
- North America > United States
- Genre:
- Research Report (0.64)
- Technology:
- Information Technology > Artificial Intelligence > Robots (1.00)