Attention Augmented Convolutional Networks
International Conference on Computer Vision, pp. 3286-3295, 2019.
Convolutional networks have been the paradigm of choice in many computer vision applications. The convolution operation however has a significant weakness in that it only operates on a local neighborhood, thus missing global information. Self-attention, on the other hand, has emerged as a recent advance to capture long range interactions,...More