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Feature based methods for structure and motion estimation

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TLDR
A brief overview of the use of feature-based methods in structure and motion computation can be found in this paper, where a companion paper by Irani and Anandan [16] reviews direct methods.
Abstract
This report is a brief overview of the use of “feature based” methods in structure and motion computation. A companion paper by Irani and Anandan [16] reviews “direct” methods.

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ORB-SLAM: A Versatile and Accurate Monocular SLAM System

TL;DR: ORB-SLAM as discussed by the authors is a feature-based monocular SLAM system that operates in real time, in small and large indoor and outdoor environments, with a survival of the fittest strategy that selects the points and keyframes of the reconstruction.
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ORB-SLAM: a Versatile and Accurate Monocular SLAM System

TL;DR: A survival of the fittest strategy that selects the points and keyframes of the reconstruction leads to excellent robustness and generates a compact and trackable map that only grows if the scene content changes, allowing lifelong operation.
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Real-time image-based tracking of planes using efficient second-order minimization

TL;DR: The aim of this paper is to propose a tracking algorithm based on a second-order minimization method which does not need to compute the Hessian.
References
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A Combined Corner and Edge Detector

TL;DR: The problem the authors are addressing in Alvey Project MMI149 is that of using computer vision to understand the unconstrained 3D world, in which the viewed scenes will in general contain too wide a diversity of objects for topdown recognition techniques to work.
Book ChapterDOI

Hierarchical Model-Based Motion Estimation

TL;DR: In this paper, a hierarchical estimation framework for the computation of diverse representations of motion information is described, which includes a global model that constrains the overall structure of the motion estimated, a local model that is used in the estimation process, and a coarse-fine refinement strategy.
Journal ArticleDOI

Motion Analysis for Image Enhancement: Resolution, Occlusion, and Transparency

TL;DR: Accurate computation of image motion enables the enhancement of image sequences that include improvement of image resolution, filling-in occluded regions, and reconstruction of transparent objects.
Proceedings ArticleDOI

Self-calibration and metric reconstruction in spite of varying and unknown internal camera parameters

TL;DR: A self-calibration method is presented which efficiently deals with all kinds of constraints on the internal camera parameters and a practical method is proposed which can retrieve metric reconstruction from image sequences obtained with uncalibrated zooming/focusing cameras.
Journal ArticleDOI

A Maximum Likelihood Stereo Algorithm

TL;DR: Several variants of the algorithm are developed that avoid classical regularization while imposing several global cohesiveness constraints, and this is a novel approach that has the advantage of guaranteeing that solutions minimize the original cost function and preserve discontinuities.