论文标题
MC Hands-1M：戴手套的手数据集用于姿势估计
MC-hands-1M: A glove-wearing hand dataset for pose estimation
论文作者
论文摘要
如今，需要大量精心且复杂的注释数据来培训计算机视觉模块的数据。此外，尽管研究界为许多问题提供了最先进的解决方案，但存在特殊情况，例如姿势估算和戴手套手的跟踪，其中一般方法往往无法提供准确的解决方案或完全失败。在这项工作中，我们正在提出一个合成数据集1，以供3D姿势戴手套的手估算，以描述数据合成在计算机视觉中的价值。该数据集用于微调公共手部关节检测模型，在戴手套手的合成和真实图像中取得了显着性能。
Nowadays, the need for large amounts of carefully and complexly annotated data for the training of computer vision modules continues to grow. Furthermore, although the research community presents state of the art solutions to many problems, there exist special cases, such as the pose estimation and tracking of a glove-wearing hand, where the general approaches tend to be unable to provide an accurate solution or fail completely. In this work, we are presenting a synthetic dataset1 for 3D pose estimation of glove-wearing hands, in order to depict the value of data synthesis in computer vision. The dataset is used to fine-tune a public hand joint detection model, achieving significant performance in both synthetic and real images of glove-wearing hands.
