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Computer vision for autonomous vehicles: Problems, datasets and state of the art
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 …
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
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 …
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
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 …
feature-matching-based method OnePose has shown promising results under a one-shot …
Geometric loss functions for camera pose regression with deep learning
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 …
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
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 …
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
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 …
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
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 …
computing the camera pose, is a fundamental step in many Computer Vision applications …
Long-term visual localization revisited
Visual localization enables autonomous vehicles to navigate in their surroundings and
augmented reality applications to link virtual to real worlds. Practical visual localization …
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 …
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.
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 …
the pose in real-time is a fundamental problem for navigation and obstacle avoidance tasks …