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uit-mcan's Introduction

Deep Modular Co-Attention Network for ViVQA

This repository follows the paper Deep Modular Co-Attention Networks for Visual Question Answering with modification to train on the ViVQA dataset for VQA task in Vietnamese.

To reproduce the results on the ViVQA dataset, first you need to get the dataset as follow:

gdown --id 1TG2GQna8T7OPOuVw0RalO5WkafTgW6NT
unzip /content/ViVQA -d /content/ViVQA

After that, clone this repo locally then get into UIT-MCAN folder:

git clone https://github.com/hieunghia-pat/UIT-MCAN.git
cd UIT-MCAN
mkdir saved_models

Then download extracted image features:

gdown --id 1LIIcCsCjGUMyHlKi7lfojgah-kGr4V4a

Train the MCAN method with the following command:

python3 train.py

We especially design this method to train with Vietnamse pretrained word-embedding. To use pretrained word-embedding, open config.py then set word_embedding to the pretrained word-embedding you want:

"fasttext.vi.300d"
"phow2v.syllable.100d"
"phow2v.syllable.300d"
"phow2v.word.100d"
"phow2v.word.300d"

uit-mcan's People

Contributors

nguyenhieunghia-uit avatar

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