Non-local Neural Networks

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 7794 - 7803
• Main Authors: Wang, Xiaolong, Girshick, Ross, Gupta, Abhinav, He, Kaiming
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Computational modeling; Computer vision; Convolution; Convolutional codes; Feedforward systems; Neural networks; Three-dimensional displays

Both convolutional and recurrent operations are building blocks that process one local neighborhood at a time. In this paper, we present non-local operations as a generic family of building blocks for capturing long-range dependencies. Inspired by the classical non-local means method [4] in computer...