SuperPoint_SLAM VS pyslam

Compare SuperPoint_SLAM vs pyslam and see what are their differences.

SuperPoint_SLAM

SuperPoint + ORB_SLAM2 (by KinglittleQ)

pyslam

pySLAM contains a monocular Visual Odometry (VO) pipeline in Python. It supports many modern local features based on Deep Learning. (by luigifreda)
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SuperPoint_SLAM pyslam
2 3
504 1,701
- -
1.8 5.4
about 3 years ago 3 months ago
C++ Python
GNU General Public License v3.0 or later GNU General Public License v3.0 only
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
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SuperPoint_SLAM

Posts with mentions or reviews of SuperPoint_SLAM. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-27.
  • Modular Open Source Visual SLAM
    4 projects | /r/computervision | 27 Oct 2022
    Hi everyone, I am trying to implement a VSLAM with DNN specifically the Feature Extraction module in the SLAM pipeline. Something on the lines of this repo Superpoint_SLAM , which integrates SuperPoint Feature extraction into ORB_SLAM2
  • Complete Open Source Deep Learning Implementations For V-SLAM
    2 projects | /r/computervision | 31 Jan 2021
    As you've mentioned, there are many papers on deep local feature extraction, like SuperPoint and R2D2. If you wish to use them in SLAM, you can simply replace the feature extraction module in the existing SLAM system with the deep local feature method. An example is shown here - this system uses SuperPoint as local features instead of ORB features in the original ORB-SLAM 2 pipeline. https://github.com/KinglittleQ/SuperPoint_SLAM

pyslam

Posts with mentions or reviews of pyslam. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-10-27.
  • Modular Open Source Visual SLAM
    4 projects | /r/computervision | 27 Oct 2022
    From what I have understood after reading research papers related to the VSLAM, the modularity aspect is not easy to achieve given the extracted features and descriptors are intrinsically linked with feature matching and handling of map points. I would like to know if there are some good Open Source VSLAM projects available which can be used with different feature extractors so I can get a comparative results with respect to just changing the feature extractors . I have tried pyslam project which is actually quite good considering the modularity but as the author himself points out this is only for academic purposes and when I compared the results of ORB_SLAM2 feature extractor using this module vs the original ORB_SLAM2 for KITTI data set , the results are not comparable. I am also looking into OpenVINS ( and from initial reading it is also using ORB Features, although it does have a base Tracker class which can be modified to create a new Tracker with different descriptor) If anyone has worked with custom feature extractor incorporated into prebuilt SLAM pipeline and can guide me as to how to proceed with the implementation of custom Feature extractor into a SLAM Front end using a Open Source VSLAM framework, it will be really helpful.
  • Questions for SLAM/SfM for Dense 3D Reconstruction (DSO vs ORB, Monofusion etc.)
    7 projects | /r/computervision | 11 Mar 2022
    I've stumbled upon this and that using DL, and will try to check to simultaneously evaluate them next to developing something using pySLAM. At least that's the current plan.
  • Arch linux or Ubuntu for a university student
    1 project | /r/archlinux | 11 Apr 2021
    My question however, is what about certain packages or libraries that I find on github that have been developed and tested on some specific Ubuntu version? Like this pySLAM library - it was developed and tested under Ubuntu 18.04, but is it actually possible to run this on an Arch Linux machine?

What are some alternatives?

When comparing SuperPoint_SLAM and pyslam you can also consider the following projects:

rtabmap - RTAB-Map library and standalone application

MonoRec - Official implementation of the paper: MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments from a Single Moving Camera (CVPR 2021)

orb_slam_2_ros - A ROS implementation of ORB_SLAM2

ov2slam - OVĀ²SLAM is a Fully Online and Versatile Visual SLAM for Real-Time Applications

openvslam - OpenVSLAM: A Versatile Visual SLAM Framework

OpenChisel - An open-source version of the Chisel chunked TSDF library.

open_vins - An open source platform for visual-inertial navigation research.

colmap - COLMAP - Structure-from-Motion and Multi-View Stereo

maplab - A Modular and Multi-Modal Mapping Framework

voxblox - A library for flexible voxel-based mapping, mainly focusing on truncated and Euclidean signed distance fields.

xivo - X Inertial-aided Visual Odometry

pixel-perfect-sfm - Pixel-Perfect Structure-from-Motion with Featuremetric Refinement (ICCV 2021, Best Student Paper Award)