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AI learning blog April 2025

April 17, 2025

StyleGAN3 with small dataset

The example that is posted on the official web page can take a week to complete.
To experiment with and learn about StyleGAN3, I would like to use a small dataset so that the turnaround time is so low that I can experiment, even when the result is not professional.
Snowy Sidewalk
https://medium.com/@ricodedeijn/stylegan3-on-small-image-datasets-24ed192d35bc

https://github.com/Neatherblok?tab=repositories
https://github.com/Neatherblok/SnowDetection
Dataset:
https://huggingface.co/datasets/Neatherblok/Snowy_Sidewalk_Detection



This example does not train from scratch, but starts with
https://www.analyticsvidhya.com/blog/2020/12/training-stylegan-using-transfer-learning-on-a-custom-dataset-in-google-colaboratory/

April 19, 2025

Download a dataset from huggin face:
https://www.geeksforgeeks.org/how-to-download-dataset-on-hugging-face/ Change into according conda environment.
pip install datasets
https://discuss.huggingface.co/t/save-and-load-datasets/9260

April 29, 2025

Stanford Dogs Dataset
http://vision.stanford.edu/aditya86/ImageNetDogs/

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