Computer vision for autonomous vehicles: Problems, datasets and state of the art

J Janai, F Güney, A Behl, A Geiger - Foundations and trends® …, 2020 - nowpublishers.com
Recent years have witnessed enormous progress in AI-related fields such as computer
vision, machine learning, and autonomous vehicles. As with any rapidly growing field, it …

A review of recurrent neural network based camera localization for indoor environments

MS Alam, FB Mohamed, A Selamat, AB Hossain - IEEE Access, 2023 - ieeexplore.ieee.org
Camera localization involves the estimation of the camera pose of an image from a random
scene. We used a single image or sequence of images or videos as the input. The output …

Onepose++: Keypoint-free one-shot object pose estimation without CAD models

X He, J Sun, Y Wang, D Huang… - Advances in Neural …, 2022 - proceedings.neurips.cc
We propose a new method for object pose estimation without CAD models. The previous
feature-matching-based method OnePose has shown promising results under a one-shot …

Geometric loss functions for camera pose regression with deep learning

A Kendall, R Cipolla - … of the IEEE conference on computer …, 2017 - openaccess.thecvf.com
Deep learning has shown to be effective for robust and real-time monocular image
relocalisation. In particular, PoseNet is a deep convolutional neural network which learns to …

Visual camera re-localization from RGB and RGB-D images using DSAC

E Brachmann, C Rother - IEEE transactions on pattern analysis …, 2021 - ieeexplore.ieee.org
We describe a learning-based system that estimates the camera position and orientation
from a single input image relative to a known environment. The system is flexible wrt the …

Learning less is more-6d camera localization via 3d surface regression

E Brachmann, C Rother - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Popular research areas like autonomous driving and augmented reality have renewed the
interest in image-based camera localization. In this work, we address the task of predicting …

Efficient & effective prioritized matching for large-scale image-based localization

T Sattler, B Leibe, L Kobbelt - IEEE transactions on pattern …, 2016 - ieeexplore.ieee.org
Accurately determining the position and orientation from which an image was taken, ie,
computing the camera pose, is a fundamental step in many Computer Vision applications …

Long-term visual localization revisited

C Toft, W Maddern, A Torii… - … on Pattern Analysis …, 2020 - ieeexplore.ieee.org
Visual localization enables autonomous vehicles to navigate in their surroundings and
augmented reality applications to link virtual to real worlds. Practical visual localization …

Guaranteed outlier removal for point cloud registration with correspondences

AP Bustos, TJ Chin - IEEE transactions on pattern analysis and …, 2017 - ieeexplore.ieee.org
An established approach for 3D point cloud registration is to estimate the registration
function from 3D keypoint correspondences. Typically, a robust technique is required to …

[PDF][PDF] Get out of my lab: Large-scale, real-time visual-inertial localization.

S Lynen, T Sattler, M Bosse, JA Hesch… - … Science and Systems, 2015 - researchgate.net
Accurately estimating a robot's pose relative to a global scene model and precisely tracking
the pose in real-time is a fundamental problem for navigation and obstacle avoidance tasks …