Habitat

Habitat是一个用于具身人工智能（Embodied AI）研究的仿真平台。我们的目标是推动具身人工智能的科学与工程发展。想象一下，你走到家中的机器人面前，问它：“嘿，机器人，你能去检查一下我的笔记本电脑是否在我的书桌上吗？如果是的话，请把它拿给我。”或者，你向佩戴在智能眼镜上的以自我为中心的人工智能助手提问：“嘿，我最后一次看到我的钥匙是在哪里？”Habitat平台能够在一个高度逼真且高效的三维仿真环境中训练这些具身人工智能代理（虚拟机器人和以自我为中心的助手），然后将学到的技能转移到现实世界中。这使得研究范式从基于静态数据集（如ImageNet、COCO、VQA）的“互联网人工智能”转向具身人工智能，后者让代理在逼真的环境中行动，强调主动感知、长期规划、从交互中学习以及在环境中进行对话。

Habitat is a simulation platform for embodied artificial intelligence (Embodied AI) research. Our goal is to advance the scientific and engineering development of embodied AI. Consider a scenario where you approach a home robot and ask: "Hey robot, could you check if my laptop is on my desk? If so, please bring it to me." Alternatively, you may query an egocentric AI assistant mounted on your smart glasses: "Hey, where did I last see my keys?" The Habitat platform enables training these embodied AI agents—virtual robots and egocentric assistants—in highly realistic and efficient 3D simulated environments, before transferring the learned skills to the real world. This shifts the research paradigm from static dataset-based "internet AI" (e.g., ImageNet, COCO, VQA) to embodied AI, where agents act within realistic environments, emphasizing active perception, long-term planning, learning from interaction, and environment-grounded dialogue.

搜集汇总

背景与挑战

背景概述

Habitat是一个用于嵌入式AI研究的仿真平台，包含高性能3D模拟器Habitat-Sim、任务定义和训练库Habitat-Lab，以及年度自主导航挑战Habitat Challenge。该平台旨在通过仿真环境加速嵌入式AI的研究和开发。