Holopix50k

Holopix50k是由Leia Inc.创建的大规模野外立体图像数据集，包含49,368对高质量校正的立体图像，这些图像由Holopix™移动社交平台的用户贡献。数据集涵盖了广泛的现实场景，适用于移动摄影中的多种应用。创建过程中，数据集从约70,000对立体图像中筛选出来，经过多轮过滤，包括垂直视差和基于视差的过滤，以确保图像质量。Holopix50k特别适用于提升立体视觉任务的性能，如立体超分辨率和自监督单目深度估计，有助于推动野外立体图像研究的发展。Holopix50k is a large-scale in-the-wild stereo image dataset created by Leia Inc. It contains 49,368 pairs of high-quality rectified stereo images contributed by users of the Holopix™ mobile social platform. The dataset covers a wide range of real-world scenarios and is applicable to multiple applications in mobile photography. It was curated from approximately 70,000 pairs of stereo images via multiple rounds of filtering, including vertical parallax filtering and parallax-based filtering, to ensure image quality. Holopix50k is particularly suitable for enhancing the performance of stereo vision tasks such as stereo super-resolution and self-supervised monocular depth estimation, and helps advance research on in-the-wild stereo images.

搜集汇总

背景与挑战

背景概述

Holopix50k是一个由Leia Inc.创建的大规模野外立体图像数据集，包含49,368对高质量校正的立体图像，源自Holopix™移动社交平台的用户贡献，覆盖广泛现实场景。该数据集经过多轮过滤（如垂直视差和基于视差的过滤）以确保图像质量，特别适用于提升立体视觉任务（如立体超分辨率和自监督单目深度估计）的性能，推动野外立体图像研究的发展。