/awesome-Implicit-NeRF-SLAM

A comprehensive list of Implicit Representations and NeRF papers relating to SLAM/Robotics domain, including papers, video, codes, and related websites

awesome-Implicit-NeRF-SLAM Awesome

This repo contains a curative list of Implicit Representations and NeRF papers relating to SLAM/Robotics domain, inspired by Awesome-Implicit-NeRF-Robotics

Please feel free to send me pull requests or email to add papers!

If you find this repository useful, please consider citing and STARing this list. Feel free to share this list with others!

For an overview of NeRFs, checkout the Survey (Neural Volume Rendering: NeRF And Beyond and NeRF: Neural Radiance Field in 3D Vision, A Comprehensive Review), Blog post (NeRF Explosion 2020) and Collection (awesome-NeRF)

Overview

NeRF General Model

SLAM

Visual-SLAM

  • NeuralRecon: Real-Time Coherent 3D Reconstruction from Monocular Video, CVPR, 2021.[Paper] [Pytorch Code] [Website]

  • Di-fusion: Online implicit 3d reconstruction with deep priors, CVPR, 2021.[Paper] [Pytorch Code]

  • iSDF: Real-Time Neural Signed Distance Fields for Robot Perception, RSS, 2022. [Paper] [Pytorch Code] [Website]
  • LENS: LENS: Localization enhanced by NeRF synthesis, CoRL, 2021. [Paper] [Video]
  • NICE-SLAM: Neural Implicit Scalable Encoding for SLAM, CVPR, 2021. [Paper] [Pytorch Code] [Website]
  • iMAP: Implicit Mapping and Positioning in Real-Time, ICCV, 2021. [Paper] [Website] [Video]
  • BNV-Fusion: BNV-Fusion: Dense 3D Reconstruction using Bi-level Neural Volume Fusion, CVPR, 2022. [Paper] [Pytorch Code]
  • NeRF-SLAM: Real-Time Dense Monocular SLAM with Neural Radiance Fields, arXiv, 2022. [Paper] [Pytorch Code] [Video]
  • Nerfels: Renderable Neural Codes for Improved Camera Pose Estimation, CVPR 2022 Workshop. [Paper]
  • SDF-based RGB-D Camera Tracking in Neural Scene Representations, ICRA Workshop, 2022. [Paper]
  • Orbeez-SLAM: A Real-time Monocular Visual SLAM with ORB Features and NeRF-realized Mapping, arXiv, 2022. [Paper] [Video] [Code]
  • ESLAM: Efficient Dense SLAM System Based on Hybrid Representation of Signed Distance Fields, arXiv, 2022. [Paper]
  • Vox-Fusion: Dense Tracking and Mapping with Voxel-based Neural Implicit Representation, ISMAR, 2022. [Paper] [Website] [Pytorch Code] [Video]
  • Visual-Inertial Odometry Priors for Bundle-Adjusting Neural Radiance Fields, ICCAS, 2022. [Paper]
  • Feature-Realistic Neural Fusion for Real-Time, Open Set Scene Understanding, arXiv, 2022. [Paper] [Website] [Video]
  • Towards Open World NeRF-Based SLAM, arXiv, 2023. [Paper]
  • Dense RGB SLAM with Neural Implicit Maps, ICLR, 2023. [Paper] [Website] [Code] [Video]
  • vMAP: Vectorised Object Mapping for Neural Field SLAM, CVPR, 2023. [Paper] [Website] [Pytorch Code] [Video]
  • NICER-SLAM: Neural Implicit Scene Encoding for RGB SLAM, arXiv, 2023. [Paper] [Video]
  • Implicit Map Augmentation for Relocalization, ECCV Workshop, 2022. [Paper]
  • Uni-Fusion: Universal Continuous Mapping, arXiv, 2023.[Paper] [Website]
  • NEWTON: Neural View-Centric Mapping for On-the-Fly Large-Scale SLAM, arXiv, 2023. [Paper]
  • Point-SLAM: Dense Neural Point Cloud-based SLAM, arXiv, 2023. [Paper] [Code]
  • RO-MAP: Real-Time Multi-Object Mapping with Neural Radiance Fields, RAL, 2023. [Paper] [Code] [Video]
  • Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM, CVPR, 2023. [Paper] [Website]
  • Neural Implicit Dense Semantic SLAM, arXiv, 2023. [Paper]
  • FMapping: Factorized Efficient Neural Field Mapping for Real-Time Dense RGB SLAM, arXiv, 2023. [Paper] [Website] [Code]
  • UncLe-SLAM: Uncertainty Learning for Dense Neural SLAM, arXiv, 2023. [Paper]
  • iMODE:Real-Time Incremental Monocular Dense Mapping Using Neural Field, ICRA, 2023. [Paper]
  • NISB-Map: Scalable Mapping With Neural Implicit Spatial Block, RAL, 2023. [Paper]
  • RGB-D Mapping and Tracking in a Plenoxel Radiance Field, arXiv, 2023. [Paper]
  • Efficient Map Fusion for Multiple Implicit SLAM Agents, TIV, 2023. [Paper]
  • MIPS-Fusion: Multi-Implicit-Submaps for Scalable and Robust Online Neural RGB-D Reconstruction, arXiv, 2023. [Paper]
  • GO-SLAM: Global Optimization for Consistent 3D Instant Reconstruction, ICCV, 2023. [Paper] [Website] [Code]
  • End-to-End RGB-D SLAM with Multi-MLPs Dense Neural Implicit Representations, RAL, 2023. [Paper]
  • DynaMoN: Motion-Aware Fast And Robust Camera Localization for Dynamic NeRF, arXiv, 2023. [Paper]
  • End-to-End RGB-D SLAM With Multi-MLPs Dense Neural Implicit Representations, RAL, 2023. [Paper]
  • HI-SLAM: Monocular Real-time Dense Mapping with Hybrid Implicit Fields, arXiv, 2023. [Paper]

Lidar-SLAM

  • SHINE-Mapping: Large-Scale 3D Mapping Using Sparse Hierarchical Implicit Neural Representations, arXiv, 2022. [Paper] [Code]
  • IRMCL: Implicit Representation-based Online Global Localization, arXiv, 2022. [Paper] [Code]
  • Efficient Implicit Neural Reconstruction Using LiDAR, ICRA, 2023. [Paper] [Website] [Pytorch Code] [Video]
  • NeRF-LOAM: Neural Implicit Representation for Large-Scale Incremental LiDAR Odometry and Mapping, ICCV, 2023. [Paper] [Code]
  • NF-Atlas: Multi-Volume Neural Feature Fields for Large Scale LiDAR Mapping, arXiv, 2023. [Paper]
  • Accurate Implicit Neural Mapping with More Compact Representation in Large-scale Scenes Using Ranging Data, RAL, 2023. [Paper]
  • LONER: LiDAR Only Neural Representations for Real-Time SLAM, RAL, 2023. [Paper]

Multimodal-SLAM

  • Multi-Modal Neural Radiance Field for Monocular Dense SLAM with a Light-Weight ToF Sensor, ICCV(oral), 2023. [Paper]

Robotics

Manipulation/RL

  • Ditto: Building Digital Twins of Articulated Objects from Interaction, CVPR, 2022. [Paper] [Pytorch Code] [Website]

  • Relational-NDF:SE(3)-Equivariant Relational Rearrangement with Neural Descriptor Fields, CoRL 2022. [Paper] [Pytorch Code] [Website]

  • Neural Descriptor Fields:SE(3)-Equivariant Object Representations for Manipulation, ICRA, 2022. [Paper] [Pytorch Code] [Website]

  • NeRF-RL: Reinforcement Learning with Neural Radiance Fields, arXiv, 2022. [Paper] [Website]

  • Neural Motion Fields: Encoding Grasp Trajectories as Implicit Value Functions, RSS 2022. [Paper] [Video]

  • Grasping Field: Learning Implicit Representations for Human Grasps, 3DV 2020. [Paper] [Pytorch Code] [Video]

  • Dex-NeRF: Using a Neural Radiance Field to Grasp Transparent Objects, CoRL, 2021. [Paper] [Website]

  • NeRF-Supervision: Learning Dense Object Descriptors from Neural Radiance Fields, ICRA, 2022. [Paper] [Pytorch Code] [Website]

  • GIGA: Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit Representations, RSS, 2021. [Paper] [Pytorch Code] [Website]

  • NeuralGrasps: Learning Implicit Representations for Grasps of Multiple Robotic Hands, CoRL, 2022. [Paper] [Website]

  • ObjectFolder: A Dataset of Objects with Implicit Visual, Auditory, and Tactile Representations, CoRL, 2021. [Paper] [Pytorch Code] [Website]

  • ObjectFolder 2.0: A Multisensory Object Dataset for Sim2Real Transfer, CVPR, 2022. [Paper] [Pytorch Code] [Website]

  • NeRF2Real: Sim2real Transfer of Vision-guided Bipedal Motion Skills using Neural Radiance Fields, arXiv, 2022. [Paper] [Website]

  • NiFR: Neural Fields for Robotic Object Manipulation from a Single Image, arXiv, 2022. [Paper]

  • Local Neural Descriptor Fields: Locally Conditioned Object Representations for Manipulation, ICRA, 2023. [Paper] [Code] [Website]

  • Equivariant Descriptor Fields: SE(3)-Equivariant Energy-Based Models for End-to-End Visual Robotic Manipulation Learning, ICLR, 2023. [Paper] [Code]

Planning/Navigation

  • NeRFlow: Neural Radiance Flow for 4D View Synthesis and Video Processing, ICCV, 2021. [Paper] [Pytorch Code] [Website]

  • NeRF-Navigation: Vision-Only Robot Navigation in a Neural Radiance World, ICRA, 2022. [Paper] [Pytorch Code] [Website]

  • Uncertainty Guided Policy for Active Robotic 3D Reconstruction using Neural Radiance Fields, RAL, 2022. [Paper] [Website]

  • NeRF-dy: 3D Neural Scene Representations for Visuomotor Control, CoRL, 2021. [Paper] [Website]

  • CompNeRFdyn: Learning Multi-Object Dynamics with Compositional Neural Radiance Fields, CoRL, 2022. [Paper] [Website]

  • PIFO: Deep Visual Constraints: Neural Implicit Models for Manipulation Planning from Visual Input, RAL, 2022. [Paper] [Website]

  • RedSDF: Regularized Deep Signed Distance Fields for Reactive Motion Generation, IROS, 2022. [Paper] [Website]

  • ESDF: Sampling-free obstacle gradients and reactive planning in Neural Radiance Fields, ICRA, 2022. [Paper]

  • Full-Body Visual Self-Modeling of Robot Morphologies, Science Robotics, 2022. [Paper] [Pytorch Code] [Website]

  • CLIP-Fields: Open-label semantic navigation with pre-trained VLMs and language models, arXiv, 2022. [Paper] [Pytorch Code and Tutorials] [Website]

  • Renderable Neural Radiance Map for Visual Navigation, CVPR, 2023. [Paper]

  • NeRF-VINS: A Real-time Neural Radiance Field Map-based Visual-Inertial Navigation System, arXiv, 2023. [Paper]

Citation

If you find this repository useful, please consider citing this list:

@misc{doong2022implicitnerfslampaperlist,
    title = {awesome-Implicit-NeRF-SLAM},
    author = {Doong Li},
    journal = {GitHub repository},
    url = {https://github.com/DoongLi/awesome-Implicit-NeRF-SLAM},
    year = {2022},
}