The Extended-MNIST (EMNIST) dataset consists of 28x28 pixel images of handwritten character digits derived from the NIST Special Database 19. The dataset has a structure that directly matches the MNIST dataset and provides more challenging classification tasks involving letters and digits.
Download EMNIST Dataset in Python
Instead of downloading the EMNIST dataset in Python, you can effortlessly load it in Python via our open-source package Hub with just one line of code.
Load EMNIST Dataset Training Subset for the category ByClass in Python
Cohen, G., Afshar, S., Tapson, J., & van Schaik, A.
EMNIST Dataset Citation Information
Cohen, G., Afshar, S., Tapson, J., & van Schaik, A. (2017). EMNIST: an extension of MNIST to handwritten letters. Retrieved from http://arxiv.org/abs/1702.05373
EMNIST Dataset FAQs
What is the EMNIST dataset for Python?
The Extended-MNIST (EMNIST) dataset has the same structure as the MNIST dataset and it consists of 28x28 pixel images of handwritten characters which were derived from the NIST Special Database 19. This dataset was created to provide more challenging classification tasks involving letters and digits in comparison to the MNIST dataset.
No. CSV is not optimized for working with image data, especially for machine learning workflows. Instead of downloading the EMNIST dataset in CSV format, you can easily load, version-control, query, and manipulate EMNIST for machine learning purposes using Activeloop Hub.
How to create an Image Dataset like EMNIST dataset?
EMNIST vs Fashion-MNIST. What is the difference between EMNIST and Fashion-MNIST?
EMNIST and Fashion-MNIST datasets are two separate datasets. Both datasets are inspired by, and meant to be alternatives to the original MNIST dataset, and thus contain 28x28 pixel images.
Fashion-MNIST comprises pictures of clothing items and was published in 2017 by Zalando, a German online retailer. EMNIST comprises of handwritten digits and letters from the NIST-Special Database 19.
EMNIST vs MNIST. What is the difference between EMNIST and MNIST?
EMNIST and MNIST datasets are two separate datasets. Both the datasets contain 28x28 pixel handwritten images. The MNIST dataset comprises of only handwritten digits and it is quite easy to achieve high accuracies on it. The EMNIST dataset was created to provide more challenging classification tasks which involves both letters and digits in the dataset.
What is the size of each image in the EMNIST dataset?
Each image in the EMNIST dataset is a 28×28 grayscale image.
Hub community member Manas Gupta has contributed to this dataset documentation. You're awesome, Manas!