koch et al, Siamese Networks for one-shot learning, (mostly) reimplimented in keras.
Trains on the Omniglot dataset.
Also check out my blog post about this paper and one shot learning in general!
To run, you'll first have to clone this repo and install the dependencies
git clone https://github.com/sorenbouma/keras-oneshot
cd keras-oneshot
sudo pip install -r requirements.txt
Then you'll need to download the omniglot dataset and preprocess/pickle it with the load_data.py script.
git clone https://github.com/brendenlake/omniglot
python load_data.py --path <PATH TO THIS FOLDER>omniglot放在keras-oneshot資料夾中 : python load_data.py --path ~/keras-oneshot
若出現cannot import name imread: sudo pip install Pillow==2.6.0
Then you can run the jupyter notebook:
jupyter notebookrun on python3 讀檔時 若出現 'ascii' codec can't decode byte use (X,c) = pickle.load(f , encoding='bytes') https://stackoverflow.com/questions/46046752/python-3-unicodedecodeerror-ascii-codec-cant-decode-byte-0xe2-in-position-0