A comprehensive list of Implicit Representations, NeRF and 3D Gaussian Splatting papers relating to SLAM/Robotics domain, including papers, videos, codes, and related websites
This repo contains a curative list of Implicit Representations and NeRF papers relating to SLAM/Robotics domain, inspired by Awesome-Implicit-NeRF-Robotics
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)
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]
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]
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, ICRA, 2024. [Paper]
Splat-Nav: Safe Real-Time Robot Navigation in Gaussian Splatting Maps, arXiv, 2024. [Paper]
GaussNav: Gaussian Splatting for Visual Navigation, arXiv, 2024. [Paper]
Active Implicit Reconstruction Using One-Shot View Planning, ICRA, 2024. [Paper]
How Many Views Are Needed to Reconstruct an Unknown Object Using NeRF?, ICRA, 2024. [Paper]
Loc-NeRF: Monte Carlo Localization using Neural Radiance Fields, ICRA, 2023. [Paper]
LocNDF: Neural Distance Field Mapping for Robot Localization, RAL, 2023. [Paper] [Pytorch Code]
Leveraging Neural Radiance Fields for Uncertainty-Aware Visual Localization, ICRA, 2024. [Paper] [Video]
The NeRFect Match: Exploring NeRF Features for Visual Localization, arXiv, 2024. [Paper]
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},
}