内容感知深度图像调整的弱监督和自监督学习

Aug, 2017

Weakly- and Self-Supervised Learning for Content-Aware Deep Image Retargeting

Donghyeon Cho, Jinsun Park, Tae-Hyun Oh, Yu-Wing Tai, In So Kweon

TL;DR本文提出了一种弱监督和自监督的深度卷积神经网络(WSSDCNN)，用于内容感知的图片缩放，该方法通过学习一个注意力映射，实现像素级别的从源图像到目标网格的映射，从而得到内容感知的图片缩放效果。

Abstract

This paper proposes a weakly- and self-supervised deep convolutional neural network (WSSDCNN) for content-aware image retargeting. Our net