Towards real-time monocular depth estimation for robotics: A survey

X Dong, MA Garratt, SG Anavatti… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
As an essential component for many autonomous driving and robotic activities such as ego-
motion estimation, obstacle avoidance and scene understanding, monocular depth …

Monocular depth estimation using relative depth maps

JH Lee, CS Kim - Proceedings of the IEEE/CVF conference …, 2019 - openaccess.thecvf.com
We propose a novel algorithm for monocular depth estimation using relative depth maps.
First, using a convolutional neural network, we estimate relative depths between pairs of …

Multi-loss rebalancing algorithm for monocular depth estimation

JH Lee, CS Kim - Computer Vision–ECCV 2020: 16th European …, 2020 - Springer
An algorithm to combine multiple loss terms adaptively for training a monocular depth
estimator is proposed in this work. We construct a loss function space containing tens of …

Parkmaster: An in-vehicle, edge-based video analytics service for detecting open parking spaces in urban environments

G Grassi, K Jamieson, P Bahl, G Pau - Proceedings of the Second ACM …, 2017 - dl.acm.org
We present the design and implementation of ParkMaster, a system that leverages the
ubiquitous smartphone to help drivers find parking spaces in the urban environment …

Depth estimation from video using computer vision and machine learning with hyperparameter optimization

F Faisal, MA Salam, MB Habib… - … on Smart Sensors …, 2022 - ieeexplore.ieee.org
This research work focuses on a widespread interpretation for the operation of depth
estimation using machine learning (ML) algorithms and computer vision. Depth estimation …

Moving object recognition systems, moving object recognition programs, and moving object recognition methods

I Sato, Y Tamatsu, K Goto - US Patent 9,824,586, 2017 - Google Patents
The moving object recognition system includes: a camera that is installed in a vehicle and
captures continuous single-view images; a moving object detecting unit that detects a …

Measuring distance with mobile phones using single-camera stereo vision

C Holzmann, M Hochgatterer - 2012 32nd International …, 2012 - ieeexplore.ieee.org
Computer stereo vision is an important technique for robotic navigation and other mobile
scenarios where depth perception is needed, but it usually requires two cameras with a …

Realtime on-road vehicle detection with optical flows and Haar-like feature detectors

J Choi - 2012 - ideals.illinois.edu
An autonomous vehicle is a demanding application for our daily life. Such vehicle requires
to detect other vehicles on the road. Given the sequences of images, the algorithms need to …

Single-image depth estimation using relative depths

JH Lee, CS Kim - Journal of Visual Communication and Image …, 2022 - Elsevier
Depth estimation from a single RGB image is a challenging task. It is ill-posed since a single
2D image may correspond to various 3D scenes at different scales. On the other hand …

Improving the planarity and sharpness of monocularly estimated depth images using the Phong reflection model

R Ripas, LAF Fernandes - Computer Vision and Image Understanding, 2023 - Elsevier
Depth estimation based on a single RGB image (aka monocular depth estimation) is a
challenging task, with applications in robotics, autonomous vehicles, and other areas. With …