Flickr1024: A Dataset for Stereo Image Super-Resolution

03/15/2019
by   Yingqian Wang, et al.
0

With the popularity of dual cameras in recently released smart phones, a growing number of super-resolution (SR) methods have been proposed to enhance the resolution of stereo image pairs. However, the lack of high-quality stereo datasets has limited the research in this area. To facilitate the training and evaluation of novel stereo SR algorithms, in this paper, we propose a large-scale stereo dataset named Flickr1024. Compared to the existing stereo datasets, the proposed dataset contains much more high-quality images and covers diverse scenarios. We train two state-of-the-art stereo SR methods (i.e., StereoSR and PASSRnet) on the KITTI2015, Middlebury, and Flickr1024 datasets. Experimental results demonstrate that our dataset can improve the performance of stereo SR algorithms. The Flickr1024 dataset is available online at: https://yingqianwang.github.io/Flickr1024.

READ FULL TEXT

page 1

page 2

research
03/14/2019

Learning Parallax Attention for Stereo Image Super-Resolution

Stereo image pairs can be used to improve the performance of super-resol...
research
03/26/2020

Holopix50k: A Large-Scale In-the-wild Stereo Image Dataset

With the mass-market adoption of dual-camera mobile phones, leveraging s...
research
06/20/2023

Using super-resolution for enhancing visual perception and segmentation performance in veterinary cytology

The primary objective of this research was to enhance the quality of sem...
research
11/07/2020

Symmetric Parallax Attention for Stereo Image Super-Resolution

Although recent years have witnessed the great advances in stereo image ...
research
03/19/2020

Stereo Endoscopic Image Super-Resolution Using Disparity-Constrained Parallel Attention

With the popularity of stereo cameras in computer assisted surgery techn...
research
11/30/2020

Cross-MPI: Cross-scale Stereo for Image Super-Resolution using Multiplane Images

The combination of various cameras is enriching the way of computational...
research
02/07/2021

SR-Affine: High-quality 3D hand model reconstruction from UV Maps

Under various poses and heavy occlusions,3D hand model reconstruction ba...

Please sign up or login with your details

Forgot password? Click here to reset