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Selection: Guadarrama:S [1 article] 

Publications by author Guadarrama:S.
 

Speed/accuracy trade-offs for modern convolutional object detectors

  
In 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2017) (2017), pp. 7310-7319, https://doi.org/10.1109/CVPR.2017.351

Abstract

The goal of this paper is to serve as a guide for selecting a detection architecture that achieves the right speed/memory/accuracy balance for a given application and platform. To this end, we investigate various ways to trade accuracy for speed and memory usage in modern convolutional object detection systems. A number of successful systems have been proposed in recent years, but apples-to-apples comparisons are difficult due to different base feature extractors (e.g., VGG, Residual Networks), different default image resolutions, as well as different hardware and software platforms. We ...

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