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We present a system for generating and understanding of dynamic and static spatial relations in robotic interaction setups. Robots describe an environment of moving blocks using English phrases that include spatial relations such as…

Artificial Intelligence · Computer Science 2016-07-21 Michael Spranger , Jakob Suchan , Mehul Bhatt

This thesis introduces "Embodied Spatial Intelligence" to address the challenge of creating robots that can perceive and act in the real world based on natural language instructions. To bridge the gap between Large Language Models (LLMs)…

Robotics · Computer Science 2025-09-03 Jiading Fang

Spatial computing -- the ability of devices to be aware of their surroundings and to represent this digitally -- offers novel capabilities in human-robot interaction. In particular, the combination of spatial computing and egocentric…

Situated embodied conversation requires robots to interleave real-time dialogue with active perception: deciding what to look at, when to look, and what to say under tight latency constraints. We present a simple, minimal system recipe that…

Robotics · Computer Science 2026-02-05 Dong Won Lee , Sarah Gillet , Louis-Philippe Morency , Cynthia Breazeal , Hae Won Park

Grounded understanding of natural language in physical scenes can greatly benefit robots that follow human instructions. In object manipulation scenarios, existing end-to-end models are proficient at understanding semantic concepts, but…

Robotics · Computer Science 2023-04-03 Qian Luo , Yunfei Li , Yi Wu

Spatial understanding is a crucial capability that enables robots to perceive their surroundings, reason about their environment, and interact with it meaningfully. In modern robotics, these capabilities are increasingly provided by…

Computer Vision and Pattern Recognition · Computer Science 2026-02-19 Chan Hee Song , Valts Blukis , Jonathan Tremblay , Stephen Tyree , Yu Su , Stan Birchfield

In this paper, we argue that simulation platforms enable a novel type of embodied spatial reasoning, one facilitated by a formal model of object and event semantics that renders the continuous quantitative search space of an open-world,…

Artificial Intelligence · Computer Science 2019-02-07 James Pustejovsky , Nikhil Krishnaswamy

We present a commonsense, qualitative model for the semantic grounding of embodied visuo-spatial and locomotive interactions. The key contribution is an integrative methodology combining low-level visual processing with high-level,…

Robotics · Computer Science 2017-09-18 Jakob Suchan , Mehul Bhatt

The increase in available computing power and the Deep Learning revolution have allowed the exploration of new topics and frontiers in Artificial Intelligence research. A new field called Embodied Artificial Intelligence, which places at…

Robotics · Computer Science 2025-05-05 Roberto Bigazzi

The human language is one of the most natural interfaces for humans to interact with robots. This paper presents a robot system that retrieves everyday objects with unconstrained natural language descriptions. A core issue for the system is…

Robotics · Computer Science 2017-07-19 Mohit Shridhar , David Hsu

In the real world, robots with embodiment face various issues such as dynamic continuous changes of the environment and input/output disturbances. The key to solving these issues can be found in daily life; people `do actions associated…

Robotics · Computer Science 2013-07-29 Megumi Fujita , Yuki Goto , Naoyuki Nide , Ken Satoh , Hiroshi Hosobe

It is well known that perspective alignment plays a major role in the planning and interpretation of spatial language. In order to understand the role of perspective alignment and the cognitive processes involved, we have made precise…

Artificial Intelligence · Computer Science 2008-02-13 L. Steels , M. Loetzsch

The fusion of Large Language Models (LLMs) and robotic systems has led to a transformative paradigm in the robotic field, offering unparalleled capabilities not only in the communication domain but also in skills like multimodal input…

Robotics · Computer Science 2025-02-18 Sara Incao , Carlo Mazzola , Giulia Belgiovine , Alessandra Sciutti

Recognizing spatial relations and reasoning about them is essential in multiple applications including navigation, direction giving and human-computer interaction in general. Spatial relations between objects can either be explicit --…

Computation and Language · Computer Science 2020-07-21 Soham Dan , Hangfeng He , Dan Roth

Embodied robots which can interact with their environment and neighbours are increasingly being used as a test case to develop Artificial Intelligence. This creates a need for multimodal robot controllers that can operate across different…

Robotics · Computer Science 2025-02-05 William Hunt , Sarvapali D. Ramchurn , Mohammad D. Soorati

The development of embodied agents that can communicate with humans in natural language has gained increasing interest over the last years, as it facilitates the diffusion of robotic platforms in human-populated environments. As a step…

Robotics · Computer Science 2024-04-16 Roberto Bigazzi , Marcella Cornia , Silvia Cascianelli , Lorenzo Baraldi , Rita Cucchiara

With large language models, robots can understand language more flexibly and more capable than ever before. This survey reviews and situates recent literature into a spectrum with two poles: 1) mapping between language and some manually…

Robotics · Computer Science 2024-06-25 Vanya Cohen , Jason Xinyu Liu , Raymond Mooney , Stefanie Tellex , David Watkins

Humans use semantic concepts such as spatial relations between objects to describe scenes and communicate tasks such as "Put the tea to the right of the cup" or "Move the plate between the fork and the spoon." Just as children, assistive…

Robotics · Computer Science 2023-05-17 Rainer Kartmann , Tamim Asfour

Service robots are expected to reliably make sense of complex, fast-changing environments. From a cognitive standpoint, they need the appropriate reasoning capabilities and background knowledge required to exhibit human-like Visual…

Artificial Intelligence · Computer Science 2021-04-02 Agnese Chiatti , Gianluca Bardaro , Enrico Motta , Enrico Daga

In this paper we present a system that detects and tracks objects and agents, computes spatial relations, and communicates those relations to the user using speech. Our system is able to detect multiple objects and agents at 30 frames per…

Robotics · Computer Science 2019-09-16 E. Akin Sisbot , Jonathan H. Connell
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