通过贝叶斯优化和结构化预测提升深度卷积神经网络的物体检测

Apr, 2015

Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction

Yuting Zhang, Kihyuk Sohn, Ruben Villegas, Gang Pan, Honglak Lee

TL;DR本研究提出基于卷积神经网络的物体检测系统，使用基于贝叶斯优化的搜索算法和结构化loss进行物体定位，实验证明两种方法的结合优于先前的最先进方法。

Abstract

object detection systems based on the deep convolutional neural network (CNN) have recently made ground- breaking advances on several object dete