December 2017
Intermediate to advanced
536 pages
14h 23m
English
Inception has been introduced in Rethinking the Inception Architecture for Computer Vision, Christian Szegedy, Vincent Vanhoucke, Sergey Ioffe, Jonathon Shlens, Zbigniew Wojna, 2015, https://arxiv.org/abs/1512.00567 and the key idea is to have multiple sizes of convolutions acting as feature extraction and computing 1×1, 3×3, and 5×5 convolutions within the same module. The outputs of these filters are then stacked along the channel dimension and sent into the next layer in the network. This is described in the following image:

Inception-v3 is described in Rethinking the Inception Architecture for Computer Vision, while Inception-v4 ...
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