Mixed Reality

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 54 papers with code (230 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Normalized Object Coordinate Space for Category-Level 6D Object Pose and Size Estimation
  9 Jan 2019 10 repositories listed Syntology ran 4 of 20 samples · 16 unverified
  The goal of this paper is to estimate the 6D pose and dimensions of unseen object instances in an RGB-D image.
• Affordance segmentation of hand-occluded containers from exocentric images
  22 Aug 2023 2 repositories listed
  To train the model, we annotated the visual affordances of an existing dataset with mixed-reality images of hand-held containers in third-person (exocentric) images.
• Fast and Lightweight Scene Regressor for Camera Relocalization
  4 Dec 2022 2 repositories listed
  The proposed approach uses sparse descriptors to regress the scene coordinates, instead of a dense RGB image.
• Virtual, Augmented, and Mixed Reality for Human-Robot Interaction: A Survey and Virtual Design Element Taxonomy
  23 Feb 2022 2 repositories listed
  Virtual, Augmented, and Mixed Reality for Human-Robot Interaction (VAM-HRI) has been gaining considerable attention in research in recent years.
• Neural RGB-D Surface Reconstruction
  9 Apr 2021 2 repositories listed Syntology ran 2 of 6 samples · 4 unverified · 3 pointer-only (licence)
  Obtaining high-quality 3D reconstructions of room-scale scenes is of paramount importance for upcoming applications in AR or VR.
• HoloLens 2 Research Mode as a Tool for Computer Vision Research
  25 Aug 2020 2 repositories listed
  Mixed reality headsets, such as the Microsoft HoloLens 2, are powerful sensing devices with integrated compute capabilities, which makes it an ideal platform for computer vision research.
• Improved Deep Point Cloud Geometry Compression
  16 Jun 2020 2 repositories listed Syntology ran 1 of 15 samples · 14 unverified
  Point clouds have been recognized as a crucial data structure for 3D content and are essential in a number of applications such as virtual and mixed reality, autonomous driving, cultural heritage, etc.
• Learning Convolutional Transforms for Lossy Point Cloud Geometry Compression
  20 Mar 2019 2 repositories listed Syntology ran 0 of 13 samples · 13 unverified
  Efficient point cloud compression is fundamental to enable the deployment of virtual and mixed reality applications, since the number of points to code can range in the order of millions.
• Artificial Intelligence Assisted Infrastructure Assessment Using Mixed Reality Systems
  9 Dec 2018 2 repositories listed
  Conventional methods for visual assessment of civil infrastructures have certain limitations, such as subjectivity of the collected data, long inspection time, and high cost of labor.
• Beyond the Monitor: Mixed Reality Visualization and AI for Enhanced Digital Pathology Workflow
  5 May 2025 1 repository listed
  Pathologists rely on gigapixel whole-slide images (WSIs) to diagnose diseases like cancer, yet current digital pathology tools hinder diagnosis.
• Hearing Anywhere in Any Environment
  14 Apr 2025 1 repository listed Syntology ran 10 of 11 samples · 1 unverified · 11 pointer-only (licence)
  In mixed reality applications, a realistic acoustic experience in spatial environments is as crucial as the visual experience for achieving true immersion.
• Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates
  11 Apr 2025 1 repository listed
  Reconstructing 3D clothed humans from images is fundamental to applications like virtual try-on, avatar creation, and mixed reality.
• Hardware-Rasterized Ray-Based Gaussian Splatting
  24 Mar 2025 1 repository listed
  We present a novel, hardware rasterized rendering approach for ray-based 3D Gaussian Splatting (RayGS), obtaining both fast and high-quality results for novel view synthesis.
• Blind Augmentation: Calibration-free Camera Distortion Model Estimation for Real-time Mixed-reality Consistency
  3 Mar 2025 1 repository listed
  In augmented reality applications where virtual content is composed into a live video feed, we can model noise, MB and DoF to make the virtual content visually consistent with the video.
• Gravity-aligned Rotation Averaging with Circular Regression
  16 Oct 2024 1 repository listed
  While global Structure-from-Motion (SfM) techniques are scalable and fast, they often compromise on accuracy.
• MaRINeR: Enhancing Novel Views by Matching Rendered Images with Nearby References
  18 Jul 2024 1 repository listed
  Rendering realistic images from 3D reconstruction is an essential task of many Computer Vision and Robotics pipelines, notably for mixed-reality applications as well as training autonomous agents in simulated…
• Hearing Anything Anywhere
  11 Jun 2024 1 repository listed Syntology ran 9 of 12 samples · 3 unverified · 12 pointer-only (licence)
  Recent years have seen immense progress in 3D computer vision and computer graphics, with emerging tools that can virtualize real-world 3D environments for numerous Mixed Reality (XR) applications.
• SelfReDepth: Self-Supervised Real-Time Depth Restoration for Consumer-Grade Sensors
  5 Jun 2024 1 repository listed
  This paper extends state-of-the-art approaches for depth-denoising commodity depth devices, proposing SelfReDepth, a self-supervised deep learning technique for depth restoration, via denoising and hole-filling by…
• Segment Any Medical Model Extended
  26 Mar 2024 1 repository listed
  To this end, a unified platform helps push the boundary of the foundation model for medical images, facilitating the use, modification, and validation of SAM and its variants in medical image segmentation.
• MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision
  30 Aug 2023 1 repository listed
  For the medical domain, we present a large collection of anatomical shapes (e.
• POV-Surgery: A Dataset for Egocentric Hand and Tool Pose Estimation During Surgical Activities
  19 Jul 2023 1 repository listed
  The surgical usage of Mixed Reality (MR) has received growing attention in areas such as surgical navigation systems, skill assessment, and robot-assisted surgeries.
• Accessible Robot Control in Mixed Reality
  4 Jun 2023 1 repository listed
  The movement of the robot would follow the eye gaze and the robot arm would mimic the pose of the user's head.
• TextSLAM: Visual SLAM with Semantic Planar Text Features
  17 May 2023 1 repository listed
  The results show that integrating texture features leads to a more superior SLAM system that can match images across day and night.
• BoDiffusion: Diffusing Sparse Observations for Full-Body Human Motion Synthesis
  21 Apr 2023 1 repository listed
  To the best of our knowledge, this is the first approach that uses the reverse diffusion process to model full-body tracking as a conditional sequence generation task.
• Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic Segmentation
  6 Apr 2023 1 repository listed
  3D semantic segmentation is a critical task in many real-world applications, such as autonomous driving, robotics, and mixed reality.
• AI-Generated Incentive Mechanism and Full-Duplex Semantic Communications for Information Sharing
  3 Mar 2023 1 repository listed
  Specifically, a user can transmit the generated content and semantic information extracted from their view image to nearby users, who can then use this information to obtain the spatial matching of computation results…
• Generative AI-empowered Simulation for Autonomous Driving in Vehicular Mixed Reality Metaverses
  16 Feb 2023 1 repository listed
  In the vehicular mixed reality (MR) Metaverse, the distance between physical and virtual entities can be overcome by fusing the physical and virtual environments with multi-dimensional communications in autonomous…
• Twin-S: A Digital Twin for Skull-base Surgery
  21 Nov 2022 1 repository listed
  Twin-S tracks and updates the virtual model in real-time given measurements from modern tracking technologies.
• Multi-view Inverse Rendering for Large-scale Real-world Indoor Scenes
  18 Nov 2022 1 repository listed
  We present a efficient multi-view inverse rendering method for large-scale real-world indoor scenes that reconstructs global illumination and physically-reasonable SVBRDFs.
• A new benchmark for group distribution shifts in hand grasp regression for object manipulation. Can meta-learning raise the bar?
  31 Oct 2022 1 repository listed
  We propose a novel benchmark for object group distribution shifts in hand and object pose regression.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.