VR-GPT: Visual Language Model for Intelligent Virtual Reality Applications
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Abstract (arXiv)
The advent of immersive Virtual Reality applications has transformed various domains, yet their integration with advanced artificial intelligence technologies like Visual Language Models remains underexplored. This study introduces a pioneering approach utilizing VLMs within VR environments to enhance user interaction and task efficiency. Leveraging the Unity engine and a custom-developed VLM, our system facilitates real-time, intuitive user interactions through natural language processing, without relying on visual text instructions. The incorporation of speech-to-text and text-to-speech technologies allows for seamless communication between the user and the VLM, enabling the system to guide users through complex tasks effectively. Preliminary experimental results indicate that utilizing VLMs not only reduces task completion times but also improves user comfort and task engagement compared to traditional VR interaction methods.
Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 9 of its 27 references that are in the map. First posted on arXiv 19 May 2024.
Builds on
9 of 27 references.
References · 9
- 2023GPT-4 Technical Reportcited by 18,132
- 2018ESPnet: End-to-End Speech Processing Toolkitcited by 554
- 2023DriveLM: Driving with Graph Visual Question Answeringcited by 527
- 2022LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Actioncited by 435
- 2021Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Trainingcited by 96
- 2024AutoRT: Embodied Foundation Models for Large Scale Orchestration of Robotic Agentscited by 83
- 2021GraspLook: a VR-based Telemanipulation System with R-CNN-driven Augmentation of Virtual Environmentcited by 7
- 2024CognitiveDog: Large Multimodal Model Based System to Translate Vision and Language into Action of Quadruped Robotcited by 7
- 2024CognitiveOS: Large Multimodal Model based System to Endow Any Type of Robot with Generative AIcited by 3
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Citing papers per year: 2024: 3; 2025: 6.
9 papers.
- 2024SpatialRGPT: Grounded Spatial Reasoning in Vision Language Modelscited by 297
- 2025SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Modelscited by 24
- 2025FaceXBench: Evaluating Multimodal LLMs on Face Understandingcited by 23
- 2025SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewardscited by 14
- 2025Spatial 3D-LLM: Exploring Spatial Awareness in 3D Vision-Language Modelscited by 7
- 2025Refer to Any Segmentation Mask Group With Vision-Language Promptscited by 5
- 2024Analyzing Multimodal Interaction Strategies for LLM-Assisted Manipulation of 3D Scenescited by 4
- 2024Survey of User Interface Design and Interaction Techniques in Generative AI Applicationscited by 3
- 2025Towards user-centered interactive medical image segmentation in VR with an assistive AI agentcited by 0
- 2025SpatialThinker: Reinforcing Scene Graph-Grounded Spatial Reasoning via Dense Rewards10 Nov 2025
- 2025SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models22 Sep 2025
- 2025Spatial 3D-LLM: Exploring Spatial Awareness in 3D Vision-Language Models22 Jul 2025
- 2025Refer to Any Segmentation Mask Group With Vision-Language Prompts5 Jun 2025
- 2025Towards user-centered interactive medical image segmentation in VR with an assistive AI agent12 May 2025
- 2025FaceXBench: Evaluating Multimodal LLMs on Face Understanding17 Jan 2025
- 2024Analyzing Multimodal Interaction Strategies for LLM-Assisted Manipulation of 3D Scenes29 Oct 2024
- 2024Survey of User Interface Design and Interaction Techniques in Generative AI Applications28 Oct 2024
- 2024SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models3 Jun 2024
Similar, not cited
Close in wording, no citation either way
- 2025EnVisionVR: A Scene Interpretation Tool for Visual Accessibility in Virtual Reality
- 2023Voice2Action: Language Models as Agent for Efficient Real-Time Interaction in Virtual Reality
- 2024CUIfy the XR: An Open-Source Package to Embed LLM-powered Conversational Agents in XR
- 2024Immersed in my Ideas: Using Virtual Reality and Multimodal Interactions to Visualize Users' Ideas and Thoughts ↗
- 2024SOLAMI: Social Vision-Language-Action Modeling for Immersive Interaction with 3D Autonomous Characters
- 2026See, Symbolize, Act: Grounding VLMs with Spatial Representations for Better Gameplay
- 2024Crafting Dynamic Virtual Activities with Advanced Multimodal Models
- 2024Takeaways from Applying LLM Capabilities to Multiple Conversational Avatars in a VR Pilot Study