Augmented Object Intelligence with XR-Objects
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Abstract (arXiv)
Seamless integration of physical objects as interactive digital entities remains a challenge for spatial computing. This paper explores Augmented Object Intelligence (AOI) in the context of XR, an interaction paradigm that aims to blur the lines between digital and physical by equipping real-world objects with the ability to interact as if they were digital, where every object has the potential to serve as a portal to digital functionalities. Our approach utilizes real-time object segmentation and classification, combined with the power of Multimodal Large Language Models (MLLMs), to facilitate these interactions without the need for object pre-registration. We implement the AOI concept in the form of XR-Objects, an open-source prototype system that provides a platform for users to engage with their physical environment in contextually relevant ways using object-based context menus. This system enables analog objects to not only convey information but also to initiate digital actions, such as querying for details or executing tasks. Our contributions are threefold: (1) we define the AOI concept and detail its advantages over traditional AI assistants, (2) detail the XR-Objects system's open-source design and implementation, and (3) show its versatility through various use cases and a user study.
Key facts. Cited by 12 papers in the map (data through 14 Oct 2026). Builds on 19 of its 94 references that are in the map. First posted on arXiv 20 Apr 2024.
Builds on
19 of 94 references.
References · 19
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7 more
- 2023Augmented Math: Authoring AR-Based Explorable Explanations by Augmenting Static Math Textbookscited by 7
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Built on by
Citing papers per year: 2024: 2; 2025: 6; 2026: 4.
12 papers.
- 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Frameworkcited by 6
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 6
- 2024PARSE-Ego4D: Personal Action Recommendation Suggestions for Egocentric Videoscited by 3
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Realitycited by 3
- 2025Enhancing XR Auditory Realism via Multimodal Scene-Aware Acoustic Renderingcited by 2
- 2025Accelerating Physical Property Reasoning for Augmented Visual Cognitioncited by 1
- 2025PILAR: Personalizing Augmented Reality Interactions with LLM-based Human-Centric and Trustworthy Explanations for Daily Use Casescited by 1
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistantcited by 1
- 2026From Speech-to-Spatial: Grounding Utterances on A Live Shared View with Augmented Realitycited by 1
- 2024RAMPA: Robotic Augmented Reality for Machine Programming by DemonstrAtioncited by 0
- 2025Imprinto: Enhancing Infrared Inkjet Watermarking for Human and Machine Perceptioncited by 0
- 2025XR Blocks: Accelerating Human-centered AI + XR Innovationcited by 0
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 2026
- 2026From Speech-to-Spatial: Grounding Utterances on A Live Shared View with Augmented Reality3 Feb 2026
- 2026SpeechLess: Micro-utterance with Personalized Spatial Memory-aware Assistant in Everyday Augmented Reality31 Jan 2026
- 2026Memento: Towards Proactive Visualization of Everyday Memories with Personal Wearable AR Assistant24 Jan 2026
- 2025PILAR: Personalizing Augmented Reality Interactions with LLM-based Human-Centric and Trustworthy Explanations for Daily Use Cases19 Dec 2025
- 2025Enhancing XR Auditory Realism via Multimodal Scene-Aware Acoustic Rendering14 Nov 2025
- 2025Accelerating Physical Property Reasoning for Augmented Visual Cognition5 Nov 2025
- 2025XR Blocks: Accelerating Human-centered AI + XR Innovation29 Sep 2025
- 2025Imprinto: Enhancing Infrared Inkjet Watermarking for Human and Machine Perception24 Feb 2025
- 2025Explainable XR: Understanding User Behaviors of XR Environments using LLM-assisted Analytics Framework23 Jan 2025
- 2024RAMPA: Robotic Augmented Reality for Machine Programming by DemonstrAtion17 Oct 2024
- 2024PARSE-Ego4D: Personal Action Recommendation Suggestions for Egocentric Videos14 Jun 2024
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- 2024OCTO+: A Suite for Automatic Open-Vocabulary Object Placement in Mixed Reality
- 2026LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models