Open-source image-based 3D reconstruction pipelines: Review, comparison and evaluation

EK Stathopoulou, M Welponer… - The International Archives …, 2019 - cris.fbk.eu
State-of-the-art automated image orientation (Structure from Motion) and dense image
matching (Multiple View Stereo) methods commonly used to produce 3D information from …

Image matching from handcrafted to deep features: A survey

J Ma, X Jiang, A Fan, J Jiang, J Yan - International Journal of Computer …, 2021 - Springer
As a fundamental and critical task in various visual applications, image matching can identify
then correspond the same or similar structure/content from two or more images. Over the …

OpenVSLAM: A versatile visual SLAM framework

S Sumikura, M Shibuya, K Sakurada - Proceedings of the 27th ACM …, 2019 - dl.acm.org
In this paper, we introduce OpenVSLAM, a visual SLAM framework with high usability and
extensibility. Visual SLAM systems are essential for AR devices, autonomous control of …

GMS: Grid-based motion statistics for fast, ultra-robust feature correspondence

JW Bian, WY Lin, Y Matsushita… - Proceedings of the …, 2017 - openaccess.thecvf.com
Incorporating smoothness constraints into feature matching is known to enable ultra-robust
matching. However, such formulations are both complex and slow, making them unsuitable …

Openmvg: Open multiple view geometry

P Moulon, P Monasse, R Perrot, R Marlet - Reproducible Research in …, 2017 - Springer
The OpenMVG C++ library provides a vast collection of multiple-view geometry tools and
algorithms to spread the usage of computer vision and structure-from-motion techniques …

DublinCity: Annotated LiDAR point cloud and its applications

SM Zolanvari, S Ruano, A Rana, A Cummins… - arxiv preprint arxiv …, 2019 - arxiv.org
Scene understanding of full-scale 3D models of an urban area remains a challenging task.
While advanced computer vision techniques offer cost-effective approaches to analyse 3D …

Ninjadesc: Content-concealing visual descriptors via adversarial learning

T Ng, HJ Kim, VT Lee, D DeTone… - Proceedings of the …, 2022 - openaccess.thecvf.com
In the light of recent analyses on privacy-concerning scene revelation from visual
descriptors, we develop descriptors that conceal the input image content. In particular, we …

Sensitivity in translation averaging

L Manam, VM Govindu - Advances in Neural Information …, 2023 - proceedings.neurips.cc
In 3D computer vision, translation averaging solves for absolute translations given a set of
pairwise relative translation directions. While there has been much work on robustness to …

Mcsfm: multi-camera-based incremental structure-from-motion

H Cui, X Gao, S Shen - IEEE Transactions on Image …, 2023 - ieeexplore.ieee.org
Fully perceiving the surrounding world is a vital capability for autonomous robots. To
achieve this goal, a multi-camera system is usually equipped on the data collecting platform …

Revisiting rotation averaging: Uncertainties and robust losses

G Zhang, V Larsson, D Barath - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
In this paper, we revisit the rotation averaging problem applied in global Structure-from-
Motion pipelines. We argue that the main problem of current methods is the minimized cost …