Search Results for "quoting"

Implementation of 'lightweight' GAN proposed in ICLR 2021, in Pytorch. The main contribution of the paper is a skip-layer excitation in the generator, paired with autoencoding self-supervised learning in the discriminator. Quoting the one-line summary "converge on single gpu with few hours' training, on 1024 resolution sub-hundred images". Augmentation is essential for Lightweight GAN to work effectively in a low data setting. You can test and see how your images will be augmented before they pass into a neural network (if you use augmentation). The general recommendation is to use suitable augs for your data and as many as possible, then after some time of training disable the most destructive (for image) augs. ...

...This allows automation of common editing operations. In its prototypical application, qenqote accepts URL's that have been copied or cut to the clipboard from a browser bar. qenqote applies a user-selected quoting function, and writes the result back to the clipboard. Besides its URL transformation applications, qenqote can be given a variable name from which it produces text of "for (...) { }" or "while (...) { }" structures; can produce formatted dates or strings according to clipboard and other data; can put HTML tags around clipped text; can apply regular-expression substitutions to text; and can output any simple function one cares to program.