18alantom / feats_of_cnn

šŸ‘experimenting with things involving cnns

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

feats_of_cnn

šŸ‘experimenting with things involving cnns, Pytorch used everywhere.


Visualizations

Filters and data patches Vizualizations from the CNN Viz.ipynb notebook showing conv layer kernel for some channel in the first layer, it's resultant activation map and patches that result in highly activated neurons in the channel.

More stuff to be added...


Style Transfer

Open In Colab
An attempt at recreating (partially) the Gaty's et al paper - A Neural Algorithm of Artistic Style, along with some other experiments.

StyleTransfer Styled using Van Gogh's Starry Night Over the Rhone


Fine Grained Visual Categorization

Open In Colab
A naive attempt at FGVC7 - Plant Pathology. Makes use of image augmentation using Albumentations, ensemble of 4 models among other things.

Misclassified Inspecting some misclassified samples.


Detection

Open In Colab
From following this, but self coded.

Detection comparisons Comparing predicted detection and instance seg maps with ground truth.

About

šŸ‘experimenting with things involving cnns

License:MIT License


Languages

Language:Jupyter Notebook 100.0%