CASIA OpenIR
SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition
Chen, Yuntao1; Han, Chenxia2; Li, Yanghao2; Huang, Zehao2; Jiang, Yi2; Wang, Naiyan2; Zhang, Zhaoxiang1
Source PublicationJOURNAL OF MACHINE LEARNING RESEARCH
ISSN1532-4435
2019
Volume20Pages:8
Corresponding AuthorChen, Yuntao(CHENYUNTAO2016@IA.AC.CN)
AbstractObject 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.
KeywordObject Detection Instance Recognition Distributed Training Mixed Precision Training
Indexed BySCI
Language英语
WOS Research AreaAutomation & Control Systems ; Computer Science
WOS SubjectAutomation & Control Systems ; Computer Science, Artificial Intelligence
WOS IDWOS:000491132200020
PublisherMICROTOME PUBL
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/26433
Collection中国科学院自动化研究所
Corresponding AuthorChen, Yuntao
Affiliation1.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
2.TuSimple, Beijing, Peoples R China
First Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Corresponding Author AffilicationInstitute of Automation, Chinese Academy of Sciences
Recommended Citation
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,2019,20:8.
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,20,8.
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):8.
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