aedupuga/food-description-text

Dataset Card for aedupuga/cards-image-dataset

Dataset Description

This Dataset consists of food descriptions of different food and beverage items labelled with Ingredient, Dish or Beverage. It was created as part of a practice in generatign and augmenting text datasets.

• —Curated by: Anuhya Edupuganti

Uses

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Direct Use

• —Training and evaluating text classification models
• —Experimenting with preporcessing of text datasets.

Dataset Structure

This data set contains teo splits:

• —original: 50 samples of handwritten descriptions of differnt food items.
• —augmented: 300 examples generated by augmentation to expand data diversity and variety.

Each row includes:

• —Description (string): text description of the food.
• —label(string): string class label 'Dish', 'Ingredient' and 'Beverage'

Curation Rationale

This dataset was generated as a practice in text dataset creation and augmentation.

Data Collection and Processing

• —Original data handwritten.
• —Augmentation with backtranslation technique.

Bias, Risks, and Limitations

• —Small sample size: Only 50 original samples.
• —Synthetic augmentation: May not accurately describe food realisticly.

Recommendations

• —Use primarily to practice classification methods.

Dataset Card Contact

Anuhya Edupuganti (Carnegie Mellon Univerity)- aedupuga@andrew.cmu.edu