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- W2901476670 abstract "In this work, we outline the set of problems, which any Object Detection CNN faces when its development comes to the deployment stage and propose methods to deal with such difficulties. We show that these practices allow one to get Object Detection network, which can recognize two classes: vehicles and pedestrians and achieves more than 60 frames per second inference speed on Core$^{TM}$ i5-6500 CPU. The proposed model is built on top of the popular Single Shot MultiBox Object Detection framework but with substantial improvements, which were inspired by the discovered problems. The network has just 1.96 GMAC complexity and less than 7 MB model size. It is publicly available as a part of Intel$circledR$ OpenVINO$^{TM}$ Toolkit." @default.
- W2901476670 created "2018-11-29" @default.
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- W2901476670 date "2018-11-14" @default.
- W2901476670 modified "2023-09-27" @default.
- W2901476670 title "Development of Real-time ADAS Object Detector for Deployment on CPU." @default.
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- W2901476670 hasPublicationYear "2018" @default.
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