基于微服务架构的众包图像数据集标注系统

深度学习在图像识别领域凸显出了优势,而在深度学习图像识别模型训练的准备阶段,制备图像数据集需要人工将图片上的信息进行标注.这一准备过程往往需要耗费大量人力成本与时间成本.为了提升数据制备阶段的工作效率,从而加速深度学习模型的生成与迭代,提出了一种基于微服务架构的多人协作众包式图像数据集标注系统.通过将繁重的标注任务划分...

Image Dataset Annotation System in Crowdsourcing Based on Microservice Architecture

Deep learning has shown visible advantages in the artificial intelligence-based image classification. It usually costs plenty of time on manual information annotation for preparing image datasets. Then this study proposes an online collaborative system for image dataset annotation based on microservice architecture to improve the efficiency of annotating datasets and thus to accelerate the generation and iteration of deep learning models and applications. More users can join for image annotation after the heavy annotation task is divided into smaller ones. Besides, the system performance has been improved by introducing an object storage system and microservice architecture, and the integration efficiency of the system in the development progress has been enhanced by continuous integration and deployment.