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SAIR Lab

🙋‍♀️ Welcome to SAIR Lab 🙌

  • At the intersection of perception, spatial reasoning, and decision-making, we are committed to advancing mobile robots toward human-level autonomy by developing algorithms and systems that can efficiently and robustly:

    • Perceive and interpret various sensory inputs such as images, point clouds, and proprioceptive data.
    • Integrate neural and symbolic memory representations to capture spatial common sense and semantic knowledge.
    • Reason, plan, and act in real time to navigate in, interact with, and adapt within unstructured and dynamic environments.

About open-source.

  • SAIR Lab is leading PyPose, an open-source Python library for differentiable robotics on manifolds.
  • This GitHub organization provides source code for research and publications.
  • Teaching materials are available at GitHub organization sairclass.

Find us elsewhere 🌎

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  1. [TRO 2025] AirVO upgrades to AirSLAM

    C++ 1.2k 173

  2. [RA-L 2024] iSLAM: Imperative SLAM

    Python 143 12

  3. [RA-L 2026] Fast Task Planning with Neuro-Symbolic Relaxation

    PDDL 14 2

  4. [CVPR 2025] SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization

    Python 17 1

  5. [IROS 2024] PhysORD: A Neuro-Symbolic Approach for Physics-infused Motion Prediction in Off-road Driving

    Python 22 2

  6. [ECCV 2024] iMatching: Imperative Correspondence Learning

    Python 31 1

Repositories

Showing 10 of 35 repositories

  • SuperPC Public

    [CVPR 2025] SuperPC: A Single Diffusion Model for Point Cloud Completion, Upsampling, Denoising, and Colorization

    sair-lab/SuperPC’s past year of commit activity

    Python

    17 1 6 1

    Updated Jun 15, 2026

  • mat Public

    [RSS 2026] Learning When to Jump for Off-road Navigation

    sair-lab/mat’s past year of commit activity

    Python

    12

    GPL-3.0 0

    0 0

    Updated May 18, 2026

  • sair-lab/.github’s past year of commit activity

    0 BSD-3-Clause 0

    0 0

    Updated Apr 18, 2026

  • sair-lab/iSeries’s past year of commit activity

    15

    BSD-3-Clause

    1 1 0

    Updated Apr 17, 2026

  • GroundSLAM Public

    GroundSLAM: A Robust Visual SLAM System for Warehouse Robots Using Ground Textures

    sair-lab/GroundSLAM’s past year of commit activity

    C++

    148

    GPL-3.0

    18 3 0

    Updated Apr 7, 2026

  • flax Public

    [RA-L 2026] Fast Task Planning with Neuro-Symbolic Relaxation

    sair-lab/flax’s past year of commit activity

    PDDL

    14

    MIT

    2 0 0

    Updated Mar 6, 2026

  • SeqACE Public

    [RA-L 2025] Enhancing Scene Coordinate Regression with Efficient Keypoint Detection and Sequential Information

    sair-lab/SeqACE’s past year of commit activity

    Python

    41 1 0 0

    Updated Feb 16, 2026

  • PhysORD Public

    [IROS 2024] PhysORD: A Neuro-Symbolic Approach for Physics-infused Motion Prediction in Off-road Driving

    sair-lab/PhysORD’s past year of commit activity

    Python

    22

    BSD-3-Clause

    2 0 0

    Updated Feb 15, 2026

  • AirCode Public

    [RA-L 2022] AirCode: A Robust Object Encoding Method

    sair-lab/AirCode’s past year of commit activity

    Python

    43

    BSD-3-Clause

    9 1 0

    Updated Jan 20, 2026

  • AnyNav Public

    Visual Neuro-Symbolic Friction Learning for Off-road Navigation

    sair-lab/AnyNav’s past year of commit activity

    10

    MIT 0

    1 0

    Updated Dec 16, 2025