/Reproduce_HilbertCNN

Implementation of HilbertCNN in Keras

Primary LanguageJupyter Notebook

Reproduce HilbertCNN

Implement the sequence representation and DNN model in Keras in the 2018 ICLR paper - An image representation based convolutional network for DNA classification https://github.com/Doulrs/Hilbert-CNN

Usage

python hilbertCNN.py ./data/data.txt

Demo in Ipython Notebook

Link on Colab

Claim

The image of the HilbertCNN architecture is captured from the paper. All data files in the data folder are from the paper.

ToDo

The performance hasn't been reproduced as it is described in the paper. There could be several reasons:

  • Training hyperparameters
  • Not totally same CNN architecture as described in the paper

Improvements:

  • How does it make sense biologically?