GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewear
On the map: Multimodal LLMs / vision-language models → VLM benchmarks and visual reasoning
Abstract (arXiv)
Multimodal large language models (LMMs) excel in world knowledge and problem-solving abilities. Through the use of a world-facing camera and contextual AI, emerging smart accessories aim to provide a seamless interface between humans and LMMs. Yet, these wearable computing systems lack an understanding of the user's attention. We introduce GazeGPT as a new user interaction paradigm for contextual AI. GazeGPT uses eye tracking to help the LMM understand which object in the world-facing camera view a user is paying attention to. Using extensive user evaluations, we show that this gaze-contingent mechanism is a faster and more accurate pointing mechanism than alternatives; that it augments human capabilities by significantly improving their accuracy in a dog-breed classification task; and that it is consistently ranked as more natural than head- or body-driven selection mechanisms for contextual AI. Moreover, we prototype a variety of application scenarios that suggest GazeGPT could be of significant value to users as part of future AI-driven personal assistants.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). Placed in VLM benchmarks and visual reasoning, one of 16 directions in Multimodal LLMs / vision-language models. Builds on 10 of its 34 references that are in the map. First posted on arXiv 30 Jan 2024.
Builds on
10 of 34 references.
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Other references · 9
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- 2023Improved Baselines with Visual Instruction Tuningcited by 4,362
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- 2023Multimodal Foundation Models: From Specialists to General-Purpose Assistantscited by 247
- 2023Project Aria: A New Tool for Egocentric Multi-Modal AI Researchcited by 201
- 2023AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Modelcited by 93
- 2019Gaze-Contingent Ocular Parallax Rendering for Virtual Realitycited by 20
- 2022Noise-based Enhancement for Foveated Renderingcited by 5
- 2018Perceptual Rasterization for Head-mounted Display Image Synthesiscited by 3
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Citing papers per year: 2024: 1; 2025: 9; 2026: 5.
15 papers.
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- 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Promptingcited by 21
- 2024Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activitiescited by 15
- 2025GazeLLM: Multimodal LLMs incorporating Human Visual Attentioncited by 9
- 2025Reading Recognition in the Wildcited by 6
- 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentationcited by 5
- 2025SkillSight: Efficient First-Person Skill Assessment with Gazecited by 4
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 4
- 2025Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systemscited by 2
- 2026EgoProx: Evaluating MLLMs on Egocentric 3D Proximity Reasoning Across a Cognitive Hierarchycited by 2
- 2025Grounding Task Assistance with Multimodal Cues from a Single Demonstrationcited by 1
- 2025SteROI-D: System Design and Mapping for Stereo Depth Inference on Regions of Interestcited by 0
- 2025Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigmcited by 0
3 more
- 2026EyeCue: Driver Cognitive Distraction Detection via Gaze-Empowered Egocentric Video Understandingcited by 0
- 2026AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illuminationcited by 0
- 2026EgoGazeLite: On-Device Egocentric Gaze Prediction for Token-Efficient Multimodal LLM Video Inputcited by 0
- 2026EgoGazeLite: On-Device Egocentric Gaze Prediction for Token-Efficient Multimodal LLM Video Input16 Aug 2026
- 2026AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination2 Jun 2026
- 2026EgoProx: Evaluating MLLMs on Egocentric 3D Proximity Reasoning Across a Cognitive Hierarchy23 May 2026
- 2026EyeCue: Driver Cognitive Distraction Detection via Gaze-Empowered Egocentric Video Understanding8 May 2026
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 2026
- 2025SkillSight: Efficient First-Person Skill Assessment with Gaze24 Nov 2025
- 2025Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigm26 Sep 2025
- 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting9 Sep 2025
- 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation10 Jun 2025
- 2025Reading Recognition in the Wild30 May 2025
- 2025Grounding Task Assistance with Multimodal Cues from a Single Demonstration2 May 2025
- 2025GazeLLM: Multimodal LLMs incorporating Human Visual Attention31 Mar 2025
3 more
- 2025SteROI-D: System Design and Mapping for Stereo Depth Inference on Regions of Interest13 Feb 2025
- 2025Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systems23 Jan 2025
- 2024Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities12 Jun 2024
- 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Promptingcited by 21
- 2025GazeLLM: Multimodal LLMs incorporating Human Visual Attentioncited by 9
- 2025Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigmcited by 0
- 2026EgoGazeLite: On-Device Egocentric Gaze Prediction for Token-Efficient Multimodal LLM Video Inputcited by 0
- 2026EgoGazeLite: On-Device Egocentric Gaze Prediction for Token-Efficient Multimodal LLM Video Input16 Aug 2026
- 2025Resolving Ambiguity in Gaze-Facilitated Visual Assistant Interaction Paradigm26 Sep 2025
- 2025In the Eye of MLLM: Benchmarking Egocentric Video Intent Understanding with Gaze-Guided Prompting9 Sep 2025
- 2025GazeLLM: Multimodal LLMs incorporating Human Visual Attention31 Mar 2025
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 4
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 2026
- 2024Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activitiescited by 15
- 2025Reading Recognition in the Wildcited by 6
- 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentationcited by 5
- 2025SkillSight: Efficient First-Person Skill Assessment with Gazecited by 4
- 2025Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systemscited by 2
- 2025Grounding Task Assistance with Multimodal Cues from a Single Demonstrationcited by 1
- 2025SteROI-D: System Design and Mapping for Stereo Depth Inference on Regions of Interestcited by 0
- 2026EyeCue: Driver Cognitive Distraction Detection via Gaze-Empowered Egocentric Video Understandingcited by 0
- 2026AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illuminationcited by 0
- 2026AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination2 Jun 2026
- 2026EyeCue: Driver Cognitive Distraction Detection via Gaze-Empowered Egocentric Video Understanding8 May 2026
- 2025SkillSight: Efficient First-Person Skill Assessment with Gaze24 Nov 2025
- 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation10 Jun 2025
- 2025Reading Recognition in the Wild30 May 2025
- 2025Grounding Task Assistance with Multimodal Cues from a Single Demonstration2 May 2025
- 2025SteROI-D: System Design and Mapping for Stereo Depth Inference on Regions of Interest13 Feb 2025
- 2025Eye Gaze as a Signal for Conveying User Attention in Contextual AI Systems23 Jan 2025
- 2024Gazing Into Missteps: Leveraging Eye-Gaze for Unsupervised Mistake Detection in Egocentric Videos of Skilled Human Activities12 Jun 2024
Similar, not cited
Close in wording, no citation either way
- 2026From Gaze to Guidance: Interpreting and Adapting to Users' Cognitive Needs with Multimodal Gaze-Aware AI Assistants
- 2026GazeMind: A Gaze-Guided LLM Agent for Personalized Cognitive Load Assessment
- 2024Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Models
- 2026GazeMoE: Perception of Gaze Target with Mixture-of-Experts
- 2024CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model
- 2026ClickAIXR: On-Device Multimodal Vision-Language Interaction with Real-World Objects in Extended Reality
- 2026From Gaze to Meaning: A Training-Free AI Agent for Unified Grounding and Explanation
- 2026Intent at a Glance: Gaze-Guided Robotic Manipulation via Foundation Models