Project Aria: A New Tool for Egocentric Multi-Modal AI Research
Not on the map. Why?
Abstract (arXiv)
Egocentric, multi-modal data as available on future augmented reality (AR) devices provides unique challenges and opportunities for machine perception. These future devices will need to be all-day wearable in a socially acceptable form-factor to support always available, context-aware and personalized AI applications. Our team at Meta Reality Labs Research built the Aria device, an egocentric, multi-modal data recording and streaming device with the goal to foster and accelerate research in this area. In this paper, we describe the Aria device hardware including its sensor configuration and the corresponding software tools that enable recording and processing of such data.
Key facts. Cited by 205 papers in the map (data through 13 Oct 2026). Builds on 11 of its 20 references that are in the map. First posted on arXiv 24 Aug 2023.
Builds on
11 of 20 references.
References · 11
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,588
- 2023GPT-4 Technical Reportcited by 18,278
- 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,979
- 2023Segment Anythingcited by 8,195
- 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,857
- 2017Mask R-CNNcited by 7,266
- 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,564
- 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,019
- 2016ORB-SLAM2: an Open-Source SLAM System for Monocular, Stereo and RGB-D Camerascited by 803
- 2023Nerfstudio: A Modular Framework for Neural Radiance Field Developmentcited by 597
- 2022UmeTrack: Unified multi-view end-to-end hand tracking for VRcited by 49
Built on by
Citing papers per year: 2023: 3; 2024: 31; 2025: 79; 2026: 92.
205 papers.
Sort:
By area:
- 2025π3: Permutation-Equivariant Visual Geometry Learningcited by 302
- 2024EgoMimic: Scaling Imitation Learning via Egocentric Videocited by 165
- 2024HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videoscited by 124
- 2024Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wildcited by 110
- 2025Sonata: Self-Supervised Learning of Reliable Point Representationscited by 109
- 2025HD-EPIC: A Highly-Detailed Egocentric Video Datasetcited by 102
- 2023On Bringing Robots Homecited by 101
- 2024SceneScript: Reconstructing Scenes With An Autoregressive Structured Language Modelcited by 95
- 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real Worldcited by 95
- 2025EgoLife: Towards Egocentric Life Assistantcited by 88
- 2025Humanoid Policy ~ Human Policycited by 68
- 2025UniK3D: Universal Camera Monocular 3D Estimationcited by 62
38 more
- 2024Estimating Body and Hand Motion in an Ego-sensed Worldcited by 56
- 2026EgoVerse: An Egocentric Human Dataset for Robot Learning from Around the Worldcited by 52
- 2024Introducing HOT3D: An Egocentric Dataset for 3D Hand and Object Trackingcited by 48
- 2025VidBot: Learning Generalizable 3D Actions from In-the-Wild 2D Human Videos for Zero-Shot Robotic Manipulationcited by 46
- 20254DGT: Learning a 4D Gaussian Transformer Using Real-World Monocular Videoscited by 46
- 2024Aria Everyday Activities Datasetcited by 39
- 2025Emergence of Human to Robot Transfer in Vision-Language-Action Modelscited by 38
- 2024Splat-MOVER: Multi-Stage, Open-Vocabulary Robotic Manipulation via Editable Gaussian Splattingcited by 37
- 2024Put Myself in Your Shoes: Lifting the Egocentric Perspective from Exocentric Videoscited by 32
- 2025EgoZero: Robot Learning from Smart Glassescited by 31
- 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Datasetcited by 29
- 2024EgoLM: Multi-Modal Language Model of Egocentric Motionscited by 28
- 2025EgoBridge: Domain Adaptation for Generalizable Imitation from Egocentric Human Datacited by 28
- 2024HMD^2: Environment-aware Motion Generation from Single Egocentric Head-Mounted Devicecited by 26
- 2024General Place Recognition Survey: Towards Real-World Autonomycited by 23
- 2024EgoGaussian: Dynamic Scene Understanding from Egocentric Video with 3D Gaussian Splattingcited by 23
- 2026Agentic Very Long Video Understandingcited by 20
- 2026EgoWAM: World Action Models Beyond Pixels with In-the-Wild Egocentric Human Datacited by 20
- 2025Predicting 4D Hand Trajectory from Monocular Videoscited by 19
- 2026ShapeR: Robust Conditional 3D Shape Generation from Casual Capturescited by 19
- 2024Masked Video and Body-worn IMU Autoencoder for Egocentric Action Recognitioncited by 18
- 2023Synchronization is All You Need: Exocentric-to-Egocentric Transfer for Temporal Action Segmentation with Unlabeled Synchronized Video Pairscited by 17
- 2024Real-Time Simulated Avatar from Head-Mounted Sensorscited by 17
- 2025UniEgoMotion: A Unified Model for Egocentric Motion Reconstruction, Forecasting, and Generationcited by 17
- 2025The Invisible EgoHand: 3D Hand Forecasting through EgoBody Pose Estimationcited by 16
- 2025Dexterity from Smart Lenses: Multi-Fingered Robot Manipulation with In-the-Wild Human Demonstrationscited by 16
- 2025Dexterous World Modelscited by 16
- 2026HumanEgo: Zero-Shot Robot Learning from Minutes of Human Egocentric Videoscited by 16
- 2024GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewearcited by 15
- 2024Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognitioncited by 14
- 2025REWIND: Real-Time Egocentric Whole-Body Motion Diffusion with Exemplar-Based Identity Conditioningcited by 14
- 2025ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Modelscited by 13
- 2025Reconstructing 4D Spatial Intelligence: A Surveycited by 13
- 2025ProMemAssist: Exploring Timely Proactive Assistance Through Working Memory Modeling in Multi-Modal Wearable Devicescited by 13
- 2025EgoTwin: Dreaming Body and View in First Personcited by 13
- 2024EMHI: A Multimodal Egocentric Human Motion Dataset with HMD and Body-Worn IMUscited by 12
- 2024Human-inspired Perspectives: A Survey on AI Long-term Memorycited by 12
- 2024Online Episodic Memory Visual Query Localization with Egocentric Streaming Object Memorycited by 11
50 most cited of 205 All 205 (JSON)
- 2026RoboCap: A New Platform for Egocentric Robot Learning5 Oct 2026
- 2026NextMe-800: Anticipating Personal Behavior from Months of Egocentric Video1 Oct 2026
- 2026Ego-Forge: Text and Geometric-Attention Free Exo-to-Egocentric Video Generation28 Sep 2026
- 2026Long Time No See: Benchmarking VLMs for Out-of-Sight Spatiotemporal Reasoning in Egocentric Videos28 Sep 2026
- 2026Challenges of Multi-Speaker Extraction for Real Conversational Speech Enhancement22 Sep 2026
- 2026ForceTwin: Physics-informed Digital Twins for Robotic Manipulation from Instrumented Human Interaction18 Sep 2026
- 2026SlugTrails: An Egocentric Benchmark for Floor Plan Localization in Large Buildings17 Sep 2026
- 2026PuzzleMate: Benchmarking MLLMs for Egocentric Puzzle Assistance13 Sep 2026
- 2026A Framework for Egocentric and Exocentric Procedural Understanding via Temporal Segmentation and Semantic Abstraction4 Sep 2026
- 2026AutoCompass: Accurate Visual Localization on Public Maps by Learning from Weak Labels2 Sep 2026
- 2026From Seeing to Acting: Smart Glasses as First-Person Intelligence Platforms25 Aug 2026
- 2026Motion-Based Tokenization for Cross-Dataset Egocentric Gaze Modeling24 Aug 2026
38 more
- 2026AI-based worker guidance in assembly and disassembly operations using multimodal ego/exo-centric data capture and structured task knowledge23 Aug 2026
- 2026BIMScript: Material-Aware Structured Scene Programs for BIM Ingestion19 Aug 2026
- 2026EgoHRV: Continuous Heart Rate Variability Estimation from Egocentric Systems for Autonomic Response and Skill Assessment19 Aug 2026
- 2026EgoGazeLite: On-Device Egocentric Gaze Prediction for Token-Efficient Multimodal LLM Video Input16 Aug 2026
- 2026Ambisonics Encoding of Room Impulse Responses using a Device-Agnostic Diffusion Model14 Aug 2026
- 2026AdvDex: Learning Dexterous Manipulation from Human Demonstrations via Joint-Aligned Actions and Adversarial Learning14 Aug 2026
- 2026R4DSG: Relative 4D Scene Graph Memory for Object-Centric Question Answering in Long Egocentric Video11 Aug 2026
- 2026Ego-OSCAR: Egocentric Open source Stereo CAptuRe System8 Aug 2026
- 2026How Much Does It Cost to Answer My Question? Benchmarking Cloud VLM-based VQA Systems8 Aug 2026
- 2026EgoGVAE: Ego-body Mesh Reconstruction via Guided Variational Autoencoder30 Jul 2026
- 2026Exo2EgoPose: Leveraging Exocentric Demonstrations for Vision-Language guided Egocentric 3D Hand Pose Forecasting17 Jul 2026
- 2026EgoExoMoCap: Distributed Ego-Exo Human Motion Capture17 Jul 2026
- 2026EgoHTR: Egocentric 4D Demonstrations of Human Terrain Traversal15 Jul 2026
- 2026EquiFusion: Kinematics-Agnostic Human Motion Prediction via Equivariant Latent Diffusion13 Jul 2026
- 2026Whareformer: Learning to Track What is Where in Long Egocentric Videos9 Jul 2026
- 2026EgoWAM: World Action Models Beyond Pixels with In-the-Wild Egocentric Human Data8 Jul 2026
- 2026Ego-Human Motion Prediction with 3D-Aware LLM8 Jul 2026
- 2026CoMind: Understanding Collaborative Human Activity from Multiple Minds and Views7 Jul 2026
- 2026Why does Deep Learning Improve Visual SLAM?7 Jul 2026
- 2026R3D: Quantitative 3D Spatial Reasoning for Egocentric Wearables3 Jul 2026
- 2026The Moving Eye: Enhancing VLA Spatial Generalization via Hybrid Dynamic Data Collection2 Jul 2026
- 2026LongEgoRefer: A Benchmark for Long-Form Egocentric Video Referring Expression Comprehension2 Jul 2026
- 2026CoVStream: Edge-Cloud Collaboration for Understanding of Long Video Streams22 Jun 2026
- 2026OpenHLM: An Empirical Recipe for Whole-Body Humanoid Loco-Manipulation20 Jun 2026
- 2026Fully-sensorized smart-eyewear platform for on-device Machine Learning17 Jun 2026
- 2026Human Universal Grasping15 Jun 2026
- 2026EgoPhys: Learning Generalizable Physics Models of Deformable Objects from Egocentric Video15 Jun 2026
- 2026Hierarchical Policies from Verbal and Egocentric Human Signals for Natural Human-Robot Interaction9 Jun 2026
- 2026EgoPriMo: Egocentric Motion Generation for Interactive Humanoid Control7 Jun 2026
- 2026Ego-Pi: VLA Fine-Tuning for Ego-Centric Human and Robot Data6 Jun 2026
- 2026AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination2 Jun 2026
- 2026MARIO: Motion-Augmented Real-Time Multi-Sensor Inertial Odometry2 Jun 2026
- 2026SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory30 May 2026
- 2026Remembering by Reconstructing: Domain Incremental Learning With Test-Time Training on Video Streams29 May 2026
- 2026Gaze2Act: Gaze-Conditioned Vision-Language-Action Policies for Interactive Robot Manipulation28 May 2026
- 2026E3C: Video Generation with 3D Environmental Memory and Ego-Exo Human Pose Control25 May 2026
- 2026HumanEgo: Zero-Shot Robot Learning from Minutes of Human Egocentric Videos24 May 2026
- 2026MOTOR: A Multimodal Dataset for Two-Wheeler Rider Behavior Understanding21 May 2026
50 newest of 205 All 205 (JSON)
- 2024EgoLM: Multi-Modal Language Model of Egocentric Motionscited by 28
- 2024GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewearcited by 15
- 2025Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agentscited by 8
- 2026Personal Visual Context Learning in Large Multimodal Modelscited by 3
- 2024Simultaneous Localization and Affordance Prediction of Tasks from Egocentric Videocited by 0
- 2025EgoInstruct: An Egocentric Video Dataset of Face-to-face Instructional Interactions with Multi-modal LLM Benchmarkingcited by 0
- 2026How Much Does It Cost to Answer My Question? Benchmarking Cloud VLM-based VQA Systemscited 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
- 2026How Much Does It Cost to Answer My Question? Benchmarking Cloud VLM-based VQA Systems8 Aug 2026
- 2026Personal Visual Context Learning in Large Multimodal Models11 May 2026
- 2025Benchmarking Egocentric Multimodal Goal Inference for Assistive Wearable Agents25 Oct 2025
- 2025EgoInstruct: An Egocentric Video Dataset of Face-to-face Instructional Interactions with Multi-modal LLM Benchmarking26 Sep 2025
- 2024EgoLM: Multi-Modal Language Model of Egocentric Motions26 Sep 2024
- 2024Simultaneous Localization and Affordance Prediction of Tasks from Egocentric Video18 Jul 2024
- 2024GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewear30 Jan 2024
- 2025ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Modelscited by 13
- 2025Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspectivecited by 7
- 2024User-in-the-loop Evaluation of Multimodal LLMs for Activity Assistancecited by 5
- 2025ProfVLM: A lightweight video-language model for multi-view proficiency estimationcited by 4
- 2026GMT: Goal-Conditioned Multimodal Transformer for 6-DOF Object Trajectory Synthesis in 3D Scenescited by 1
- 2026EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoningcited by 1
- 2026Long Time No See: Benchmarking VLMs for Out-of-Sight Spatiotemporal Reasoning in Egocentric Videoscited by 0
- 2026Long Time No See: Benchmarking VLMs for Out-of-Sight Spatiotemporal Reasoning in Egocentric Videos28 Sep 2026
- 2026EgoIntrospect: An Egocentric Dataset and Benchmark for User-Centric Internal State Reasoning17 May 2026
- 2026GMT: Goal-Conditioned Multimodal Transformer for 6-DOF Object Trajectory Synthesis in 3D Scenes18 Mar 2026
- 2025ProfVLM: A lightweight video-language model for multi-view proficiency estimation30 Sep 2025
- 2025Mind Meets Space: Rethinking Agentic Spatial Intelligence from a Neuroscience-inspired Perspective11 Sep 2025
- 2025ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models25 Mar 2025
- 2024User-in-the-loop Evaluation of Multimodal LLMs for Activity Assistance4 Aug 2024
- 2025Emergence of Human to Robot Transfer in Vision-Language-Action Modelscited by 38
- 2025Developing Vision-Language-Action Model from Egocentric Videoscited by 10
- 2026Gaze2Act: Gaze-Conditioned Vision-Language-Action Policies for Interactive Robot Manipulationcited by 8
- 2026OpenHLM: An Empirical Recipe for Whole-Body Humanoid Loco-Manipulationcited by 5
- 2026The Moving Eye: Enhancing VLA Spatial Generalization via Hybrid Dynamic Data Collectioncited by 0
- 2026The Moving Eye: Enhancing VLA Spatial Generalization via Hybrid Dynamic Data Collection2 Jul 2026
- 2026OpenHLM: An Empirical Recipe for Whole-Body Humanoid Loco-Manipulation20 Jun 2026
- 2026Gaze2Act: Gaze-Conditioned Vision-Language-Action Policies for Interactive Robot Manipulation28 May 2026
- 2025Emergence of Human to Robot Transfer in Vision-Language-Action Models27 Dec 2025
- 2025Developing Vision-Language-Action Model from Egocentric Videos26 Sep 2025
- 2026Agentic Very Long Video Understandingcited by 20
- 2026VisionClaw: Always-On AI Agents through Smart Glassescited by 5
- 2026Egocentric Co-Pilot: Web-Native Smart-Glasses Agents for Assistive Egocentric AIcited by 3
- 2026GazeMind: A Gaze-Guided LLM Agent for Personalized Cognitive Load Assessmentcited by 1
- 2026GazeMind: A Gaze-Guided LLM Agent for Personalized Cognitive Load Assessment7 May 2026
- 2026VisionClaw: Always-On AI Agents through Smart Glasses3 Apr 2026
- 2026Egocentric Co-Pilot: Web-Native Smart-Glasses Agents for Assistive Egocentric AI1 Mar 2026
- 2026Agentic Very Long Video Understanding26 Jan 2026
- 2025REWIND: Real-Time Egocentric Whole-Body Motion Diffusion with Exemplar-Based Identity Conditioningcited by 14
- 2026EquiFusion: Kinematics-Agnostic Human Motion Prediction via Equivariant Latent Diffusioncited by 1
- 2026Ambisonics Encoding of Room Impulse Responses using a Device-Agnostic Diffusion Modelcited by 1
- 2026EgoFlow: Gradient-Guided Flow Matching for Egocentric 6DoF Object Motion Generationcited by 0
- 2026Ambisonics Encoding of Room Impulse Responses using a Device-Agnostic Diffusion Model14 Aug 2026
- 2026EquiFusion: Kinematics-Agnostic Human Motion Prediction via Equivariant Latent Diffusion13 Jul 2026
- 2026EgoFlow: Gradient-Guided Flow Matching for Egocentric 6DoF Object Motion Generation1 Apr 2026
- 2025REWIND: Real-Time Egocentric Whole-Body Motion Diffusion with Exemplar-Based Identity Conditioning7 Apr 2025
- 2026EgoWAM: World Action Models Beyond Pixels with In-the-Wild Egocentric Human Datacited by 20
- 2025Dexterous World Modelscited by 16
- 2026EgoTL: Egocentric Think-Aloud Chains for Long-Horizon Taskscited by 3
- 2026Lifting Embodied World Models for Planning and Controlcited by 2
- 2026EgoWAM: World Action Models Beyond Pixels with In-the-Wild Egocentric Human Data8 Jul 2026
- 2026Lifting Embodied World Models for Planning and Control28 Apr 2026
- 2026EgoTL: Egocentric Think-Aloud Chains for Long-Horizon Tasks10 Apr 2026
- 2025Dexterous World Models19 Dec 2025
- 2025π3: Permutation-Equivariant Visual Geometry Learningcited by 302
- 2024HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videoscited by 124
- 2024Nymeria: A Massive Collection of Multimodal Egocentric Daily Motion in the Wildcited by 110
- 2025Sonata: Self-Supervised Learning of Reliable Point Representationscited by 109
- 2025HD-EPIC: A Highly-Detailed Egocentric Video Datasetcited by 102
- 2023On Bringing Robots Homecited by 101
- 2024SceneScript: Reconstructing Scenes With An Autoregressive Structured Language Modelcited by 95
- 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real Worldcited by 95
- 2025EgoLife: Towards Egocentric Life Assistantcited by 88
- 2025Humanoid Policy ~ Human Policycited by 68
- 2025UniK3D: Universal Camera Monocular 3D Estimationcited by 62
- 2024Estimating Body and Hand Motion in an Ego-sensed Worldcited by 56
12 most cited of 170 All 170 (JSON)
- 2026RoboCap: A New Platform for Egocentric Robot Learning5 Oct 2026
- 2026NextMe-800: Anticipating Personal Behavior from Months of Egocentric Video1 Oct 2026
- 2026Ego-Forge: Text and Geometric-Attention Free Exo-to-Egocentric Video Generation28 Sep 2026
- 2026Challenges of Multi-Speaker Extraction for Real Conversational Speech Enhancement22 Sep 2026
- 2026ForceTwin: Physics-informed Digital Twins for Robotic Manipulation from Instrumented Human Interaction18 Sep 2026
- 2026SlugTrails: An Egocentric Benchmark for Floor Plan Localization in Large Buildings17 Sep 2026
- 2026PuzzleMate: Benchmarking MLLMs for Egocentric Puzzle Assistance13 Sep 2026
- 2026A Framework for Egocentric and Exocentric Procedural Understanding via Temporal Segmentation and Semantic Abstraction4 Sep 2026
- 2026AutoCompass: Accurate Visual Localization on Public Maps by Learning from Weak Labels2 Sep 2026
- 2026From Seeing to Acting: Smart Glasses as First-Person Intelligence Platforms25 Aug 2026
- 2026Motion-Based Tokenization for Cross-Dataset Egocentric Gaze Modeling24 Aug 2026
- 2026AI-based worker guidance in assembly and disassembly operations using multimodal ego/exo-centric data capture and structured task knowledge23 Aug 2026
12 newest of 170 All 170 (JSON)