Literature survey on stereo vision disparity map algorithms

RA Hamzah, H Ibrahim - Journal of Sensors, 2016 - Wiley Online Library
This paper presents a literature survey on existing disparity map algorithms. It focuses on
four main stages of processing as proposed by Scharstein and Szeliski in a taxonomy and …

Stereo matching by training a convolutional neural network to compare image patches

J Žbontar, Y LeCun - Journal of Machine Learning Research, 2016 - jmlr.org
We present a method for extracting depth information from a rectified image pair. Our
approach focuses on the first stage of many stereo algorithms: the matching cost …

Activestereonet: End-to-end self-supervised learning for active stereo systems

Y Zhang, S Khamis, C Rhemann… - Proceedings of the …, 2018 - openaccess.thecvf.com
In this paper we present ActiveStereoNet, the first deep learning solution for active stereo
systems. Due to the lack of ground truth, our method is fully self-supervised, yet it produces …

PMSC: PatchMatch-based superpixel cut for accurate stereo matching

L Li, S Zhang, X Yu, L Zhang - IEEE Transactions on Circuits …, 2016 - ieeexplore.ieee.org
Estimating the disparity and normal direction of one pixel simultaneously, instead of only
disparity, also known as 3D label methods, can achieve much higher subpixel accuracy in …

Weakly supervised learning of deep metrics for stereo reconstruction

S Tulyakov, A Ivanov, F Fleuret - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
Deep-learning metrics have recently demonstrated extremely good performance to match
image patches for stereo reconstruction. However, training such metrics requires large …

Real-time stereo vision system: a multi-block matching on GPU

Q Chang, T Maruyama - IEEE Access, 2018 - ieeexplore.ieee.org
Real-time stereo vision is attractive in many areas such as outdoor mapping and navigation.
As a popular accelerator in the image processing field, GPU is widely used for the studies of …

Advances in Real-Time 3D Reconstruction for Medical Endoscopy

A Richter, T Steinmann, JC Rosenthal, SJ Rupitsch - Journal of Imaging, 2024 - mdpi.com
This contribution is intended to provide researchers with a comprehensive overview of the
current state-of-the-art concerning real-time 3D reconstruction methods suitable for medical …

Acceleration techniques and evaluation on multi-core CPU, GPU and FPGA for image processing and super-resolution

G Georgis, G Lentaris, D Reisis - Journal of real-time image processing, 2019 - Springer
Super-resolution (SR) techniques constitute a key element in image applications, which
need high-resolution reconstruction, while in the worst case, only a single low-resolution …

Dynamic programming with adaptive and self-adjusting penalty for real-time accurate stereo matching

M Hallek, H Boukamcha, A Mtibaa, M Atri - Journal of Real-Time Image …, 2022 - Springer
Dense disparity map extraction is one of the most active research areas in computer vision. It
tries to recover three-dimensional information from a stereo image pair. A large variety of …

High accuracy local stereo matching using DoG scale map

M Kitagawa, I Shimizu, R Sara - 2017 Fifteenth IAPR …, 2017 - ieeexplore.ieee.org
Local matching is one of approaches for stereo matching which needs cost aggregation. In
Guided Filter based method proposed by Hosni, the cost map is smoothed by Guided Filter …