mlsanityData to 14 Oct 2026

Augmented Object Intelligence with XR-Objects

arXiv 2404.13274 ↗First posted 20 Apr 2024cs.HC cs.AIcited by 12

Not on the map. Why?

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

  1. 2014Microsoft COCO: Common Objects in Contextcited by 17,608
  2. 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
  3. 2023A Survey on Multimodal Large Language Modelscited by 909
  4. 2022PaLI: A Jointly-Scaled Multilingual Language-Image Modelcited by 766
  5. 2019MediaPipe: A Framework for Building Perception Pipelinescited by 583
  6. 2023Diffuse, Attend, and Segment: Unsupervised Zero-Shot Segmentation using Stable Diffusioncited by 131
  7. 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 64
  8. 2024GazePointAR: A Context-Aware Multimodal Voice Assistant for Pronoun Disambiguation in Wearable Augmented Realitycited by 39
  9. 2023XAIR: A Framework of Explainable AI in Augmented Realitycited by 17
  10. 2020RealitySketch: Embedding Responsive Graphics and Visualizations in AR through Dynamic Sketchingcited by 14
  11. 2022InfraredTags: Embedding Invisible AR Markers and Barcodes Using Low-Cost, Infrared-Based 3D Printing and Imaging Toolscited by 8
  12. 2023Teachable Reality: Prototyping Tangible Augmented Reality with Everyday Objects by Leveraging Interactive Machine Teachingcited by 7
7 more
  1. 2023Augmented Math: Authoring AR-Based Explorable Explanations by Augmenting Static Math Textbookscited by 7
  2. 2022The Dark Side of Perceptual Manipulations in Virtual Realitycited by 6
  3. 2023Memory Manipulations in Extended Realitycited by 5
  4. 2023Augmenting Static Visualizations with PapARVis Designercited by 5
  5. 2022ARShopping: In-Store Shopping Decision Support Through Augmented Reality and Immersive Visualizationcited by 1
  6. 2023HoloTouch: Interacting with Mixed Reality Visualizations Through Smartphone Proxiescited by 1
  7. 2024Understanding Physical Breakdowns in Virtual Realitycited by 1

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 2; 2025: 6; 2026: 4.

12 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025Words into World: A Task-Adaptive Agent for Language-Guided Spatial Retrieval in AR
  2. 2026Explainable OOHRI: Communicating Robot Capabilities and Limitations as Augmented Reality Affordances ↗
  3. 2026ClickAIXR: On-Device Multimodal Vision-Language Interaction with Real-World Objects in Extended Reality
  4. 2026Semantic Reality: Interactive Context-Aware Visualization of Inter-Object Relationships in Augmented Reality ↗
  5. 2025An Embodied AR Navigation Agent: Integrating BIM with Retrieval-Augmented Generation for Language Guidance
  6. 2025Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance
  7. 2024OCTO+: A Suite for Automatic Open-Vocabulary Object Placement in Mixed Reality
  8. 2026LAST: Leveraging Tools as Hints to Enhance Spatial Reasoning for Multimodal Large Language Models