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Object detection and instance recognition play a central role in many AIapplications like autonomous driving, video surveillance and medical imageanalysis. However, training object detection models on large scale datasetsremains computationally expensive and time consuming. This paper presents anefficient and open source object detection framework called SimpleDet whichenables the training of state-of-the-art detection models on consumer gradehardware at large scale. SimpleDet supports up-to-date detection models withbest practice. SimpleDet also supports distributed training with near linearscaling out of box. Codes, examples and documents of SimpleDet can be found athttps://github.com/tusimple/simpledet .

SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition