from the official docs: https://code.visualstudio.com/docs/editor/variables-reference Predefined variables The following predefined variables are supported: ${workspaceFolder} – the path of the folder opened in VS Code ${workspaceFolderBasename} – the name of the folder opened in VS Code without any slashes (/) ${file} – the current opened file ${fileWorkspaceFolder} – the current opened file’s workspace folder ${relativeFile} – Read more…
I am running my wordpress in aws and recently my wordpress dashboard was giving my warnings to update php version from 7.2 to 7.4 for security. Updating php version I am currently using Ubuntu 18.04 version. This Ubuntu version doesn’t natively support php 7.4. So the following commands were required Read more…
arxiv: https://arxiv.org/pdf/1703.06868.pdf key points arbitrary style transfer in real time use adaptive instance normalization(AdaIN) layers which aligns the mean and variance of content features allows to control content-style trade-off, style interpolation, color/spatial control previous works optimization approach using backprop of network to minimize style loss and content loss. This can be Read more…
key point compared to resnet, the residual blocks are upgraded to have multiple “paths” or as the paper puts it “cardinality” which can be treated as another model architecture design hyper parameter. resnext architectures that have sufficient cardinality shows improved performance tldr: use improved residual blocks compared to resnet Different Read more…
good simple explanation and figure: https://www.kaggle.com/residentmario/cosine-annealed-warm-restart-learning-schedulers
https://arxiv.org/pdf/1611.08408.pdf key point use adversarial net to distinguish if input masks are from segmentation net or ground truth. this allows to add auxiliary loss, like below: where mce: multi class cross-entropy bce: binary cross entropy s(): segmentation network a(): adversarial network y: ground truth x: input s(x): segmentation network output Read more…
I am relatively new to postgres and at first I was backing up and restoring databases using pgadmin4. I was just using postgres user because this is the default one that you get to use when working with pgadmin. After developing a web project using postgres, I needed to move Read more…
arxiv: https://arxiv.org/abs/1803.01534
this paper propose a network structure(“PANet”) with bottom up path augmentation and a few other tweak methods which results in better instance segmentation performance.
(more…)