SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition | |
Chen, Yuntao1; Han, Chenxia; Li, Yanghao; Huang, Zehao2; Jiang, Yi; Wang, Naiyan2; Zhang, Zhaoxiang1 | |
发表期刊 | JOURNAL OF MACHINE LEARNING RESEARCH |
ISSN | 1532-4435 |
2019 | |
期号 | 20页码:1-8 |
摘要 | Object detection and instance recognition play a central role in many AI applications like autonomous driving, video surveillance and medical image analysis. However, training object detection models on large scale datasets remains computationally expensive and time consuming. This paper presents an efficient and open source object detection framework called SimpleDet which enables the training of state-of-the-art detection models on consumer grade hardware at large scale. SimpleDet covers a wide range of models including both high-performance and high-speed ones. SimpleDet is well-optimized for both low precision training and distributed training and achieves 70% higher throughput for the Mask R-CNN detector compared with existing frameworks. |
关键词 | Object Detection Instance Recognition Distributed Training Mixed Precision Training |
收录类别 | SCIE |
语种 | 英语 |
WOS研究方向 | Automation & Control Systems ; Computer Science |
WOS类目 | Automation & Control Systems ; Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000491132200020 |
出版者 | MICROTOME PUBL |
七大方向——子方向分类 | 目标检测、跟踪与识别 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/26433 |
专题 | 智能感知与计算研究中心 |
通讯作者 | Chen, Yuntao |
作者单位 | 1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China 2.TuSimple, Beijing, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Chen, Yuntao,Han, Chenxia,Li, Yanghao,et al. SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition[J]. JOURNAL OF MACHINE LEARNING RESEARCH,2019(20):1-8. |
APA | Chen, Yuntao.,Han, Chenxia.,Li, Yanghao.,Huang, Zehao.,Jiang, Yi.,...&Zhang, Zhaoxiang.(2019).SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition.JOURNAL OF MACHINE LEARNING RESEARCH(20),1-8. |
MLA | Chen, Yuntao,et al."SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition".JOURNAL OF MACHINE LEARNING RESEARCH .20(2019):1-8. |
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