Convolutions
Found 4 free book(s)
Xception: Deep Learning With Depthwise Separable …
openaccess.thecvf.comules and depthwise separable convolutions are also possible: in effect, there is a discrete spectrum between regular convo-lutions and depthwise separable convolutions, parametrized by the number of independent channel-space segments used for performing spatial convolutions. A regular convolution (preceded by a 1x1 convolution), at one extreme ...
Video Swin Transformer
arxiv.orgdeep network with 3D convolutions. The work on I3D [5] reveals that inflating the 2D convolutions in Inception V1 to 3D convolutions, with initialization by ImageNet pretrained weights, achieves good results on large-scale Kinetics datasets. In P3D [30], S3D [41] and R(2+1)D [37], it is found
[email protected], fbixi, ncodella, mengcliu ...
arxiv.orgincorporates convolutions into the Transformer that is in-herently efficient, both in terms of floating point operations (FLOPs) and parameters. The CvT design introduces convolutions to two core sec-tions of the ViT architecture. First, we partition the Trans-formers into multiple stages that form a hierarchical struc-ture of Transformers.
Attention is All you Need - NIPS
papers.nips.ccbased solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments on two machine translation tasks show these models to be superior in quality while being more parallelizable and requiring significantly less time to train. Our model achieves 28.4 BLEU on the WMT 2014 English-