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Highly recommended resources for SLAM newbies (Lecture, Reviewed paper, Books, Tutorial, etc)

137 14 Updated Jul 29, 2023

A curated list of awesome computer vision resources

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CVPR'21 "Multi-view 3D Reconstruction of a Texture-less Smooth Surface of Unknown Generic Reflectance"

Python 80 7 Updated Dec 4, 2021

KISS-Matcher: Fast, Robust, and Scalable Registration + ROS2 SLAM examples

C++ 450 40 Updated May 18, 2025

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

C++ 1,398 148 Updated Jul 30, 2024

InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Models

Python 3,849 421 Updated Jan 3, 2025

DUSt3R: Geometric 3D Vision Made Easy

Python 6,270 667 Updated Apr 3, 2025

Master the command line, in one page

155,995 14,663 Updated Jun 25, 2024

PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.

Python 4,149 944 Updated Apr 24, 2024

A PyTorch Implementation of Pointnet++.

Python 108 28 Updated Nov 14, 2020

Fully Convolutional Geometric Features: Fast and accurate 3D features for registration and correspondence.

Python 673 111 Updated Feb 18, 2021

VQMT: Video Quality Measurement Tool. Fast implementations of the following objective image quality metrics: PSNR, SSIM, MS-SSIM, VIFp, PSNR-HVS and PSNR-HVS-M.

C++ 374 107 Updated Mar 9, 2020

SC-Depth (V1, V2, and V3) for Unsupervised Monocular Depth Estimation Webpage:https://jiawangbian.github.io/sc_depth_pl/

Python 463 73 Updated Oct 6, 2023

AtLoc: Attention Guided Camera Localization

Python 103 19 Updated Sep 2, 2020

This repository contains several baseline algorithms for cross-source point cloud registration.

C++ 48 4 Updated Nov 2, 2021

This is a complete package of recent deep learning methods for 3D point clouds in pytorch (with pretrained models).

Python 805 107 Updated Mar 25, 2025

[TensorFlow] Official implementation of CVPR'20 oral paper - D3Feat: Joint Learning of Dense Detection and Description of 3D Local Features https://arxiv.org/abs/2003.03164

Python 265 39 Updated Aug 14, 2021

A curated list of point cloud registration.

859 89 Updated Jul 17, 2024

[CVPR 2021, Oral] PREDATOR: Registration of 3D Point Clouds with Low Overlap.

Python 543 80 Updated Feb 20, 2025

[PyTorch] Official implementation of CVPR2021 paper "PointDSC: Robust Point Cloud Registration using Deep Spatial Consistency". https://arxiv.org/abs/2103.05465

Python 252 38 Updated Mar 10, 2021

Point Cloud Registration Network

Python 81 13 Updated Jun 21, 2022

CVPR Paper - "3D Point Cloud Registration for Localization using a Deep Neural Network Auto-Encoder" - Partial Implementation Code

Python 92 30 Updated Apr 18, 2019
Python 474 96 Updated Jun 23, 2019

A simple and efficient 3D line detection algorithm for large scale unorganized point cloud

C++ 667 173 Updated Apr 30, 2024

Python runtime for CloudCompare

C++ 60 15 Updated Mar 23, 2025
CSS 1 Updated Jun 8, 2022
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