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An experiment with creating a vector space from the COCO dataset context

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visual-context-space

An experiment with object's context in the COCO dataset

Usage

python3 main.py [-h] [-i INPUT] [-v VALIDATION] [-s SAVE_PATH] [-l LOAD_PATH] [-m MEN_PATH] [-c]

Arguments:

  • -h, --help

    Show help message and exit

  • -i INPUT, --input INPUT

    File containing the COCO training data

  • -v VALIDATION, --validation VALIDATION

    File containing the COCO validation data

  • -s SAVE_PATH, --save_path SAVE_PATH

    Path where to save the Word2Vec trained data

  • -l LOAD_PATH, --load_path LOAD_PATH

    File containing the Word2Vec trained data

  • -m MEN_PATH, --men_path MEN_PATH

    File containing the MEN dataset for evaluation

  • -c, --console

    Show a console where you can query W2V for the objects more commonly in the same context

Requirements

Gensim

Pandas

NumPy

COCO API

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