/COMP4901J_Project

Mahjong Tile Image Classification with Denoising CAE and CNN

Primary LanguageJupyter Notebook

Classification of Mahjong Tile Image with Features Extracted by Denoising Convolutional Autoencoder

HKUST COMP4901J Course Project

Ng Chi Him chngax@connect.ust.hk 20420921

Wong Hiu Nam hnwongab@connect.ust.hk 20425804

Project Report

Mahjong Tile Image Dataset

Results

Denoising CAE: 75.41% Accuracy

Classifier: 71.58% Top 1 Acc, 89.21% Top 3 Acc, 95.26% Top 5 Acc

Enviroment

conda install -c anaconda anaconda tensorflow-gpu

Dataset

The dataset of this project is hosted in another repo

Clone the dataset repo and prepare the dataset for training as follows:

From dataset repo Under project directory dataset/
tiles-resized/ tiles-resized/
tiles-data/ tiles-data/
untagged-tiles/ extra-tiles-untagged/