From 7ec4fc4c44d1fe27d732540bbc4e511932e409c8 Mon Sep 17 00:00:00 2001 From: Christian Versloot Date: Thu, 9 Jan 2020 17:17:19 +0100 Subject: [PATCH 1/4] WIP --- extra_keras_datasets/__init__.py | 3 +- extra_keras_datasets/svhn.py | 59 ++++++++++++++++++++++++++++++++ 2 files changed, 61 insertions(+), 1 deletion(-) create mode 100644 extra_keras_datasets/svhn.py diff --git a/extra_keras_datasets/__init__.py b/extra_keras_datasets/__init__.py index cc3a395..3ae6abb 100644 --- a/extra_keras_datasets/__init__.py +++ b/extra_keras_datasets/__init__.py @@ -1,4 +1,5 @@ from __future__ import absolute_import from . import emnist -from . import kmnist \ No newline at end of file +from . import kmnist +from . import svhn \ No newline at end of file diff --git a/extra_keras_datasets/svhn.py b/extra_keras_datasets/svhn.py new file mode 100644 index 0000000..2ea950a --- /dev/null +++ b/extra_keras_datasets/svhn.py @@ -0,0 +1,59 @@ +''' + Import the SVHN dataset + Source: http://ufldl.stanford.edu/housenumbers/ + Description: Street View House Numbers + + ~~~ Important note ~~~ + Please cite the following paper when using or referencing the dataset: + Yuval Netzer, Tao Wang, Adam Coates, Alessandro Bissacco, Bo Wu, Andrew Y. Ng Reading Digits in Natural Images with Unsupervised Feature Learning NIPS Workshop on Deep Learning and Unsupervised Feature Learning 2011. Retrieved from http://ufldl.stanford.edu/housenumbers/nips2011_housenumbers.pdf + +''' + +from keras.utils.data_utils import get_file +import numpy as np +from zipfile import ZipFile +from scipy import io as sio +import os + +def load_data(path='svhn_matlab.npz', type='normal'): + """Loads the SVHN dataset. + # Arguments + path: path where to cache the dataset locally + (relative to ~/.keras/datasets). + type: any of normal, extra (extra appends ~530K extra images for training) + # Returns + Tuple of Numpy arrays: `(input_train, target_train), (input_test, target_test)`. + """ + path_train = get_file(f'{path}_train', + origin='http://ufldl.stanford.edu/housenumbers/train_32x32.mat') + path_test = get_file(f'{path}_test', + origin='http://ufldl.stanford.edu/housenumbers/test_32x32.mat') + + # Load data from Matlab file. + # Source: https://stackoverflow.com/a/53547262 + mat_train = sio.loadmat(path_train) + mat_test = sio.loadmat(path_test) + + # Prepare training data + input_train = mat_train['X'] + input_train = np.rollaxis(input_train, 3, 0) + target_train = mat_train['y'].flatten() + + # Prepare testing data + input_test = mat_test['X'] + input_test = np.rollaxis(input_test, 3, 0) + target_test = mat_test['y'].flatten() + + # Append extra data, if required + if type == 'extra': + path_extra = get_file(f'{path}_extra', + origin='http://ufldl.stanford.edu/housenumbers/extra_32x32.mat') + mat_extra = sio.loadmat(path_extra) + input_extra = mat_extra['X'] + input_extra = np.rollaxis(input_extra, 3, 0) + target_extra = mat_extra['y'].flatten() + input_train = np.insert(input_extra, input_train) + target_train = np.concatenate(target_extra, target_train) + + # Return data + return (input_train, target_train), (input_test, target_test) \ No newline at end of file From e38a0f335658e23d2a5f6cf7ba394cc24c8dd71f Mon Sep 17 00:00:00 2001 From: Christian Versloot Date: Thu, 9 Jan 2020 17:19:07 +0100 Subject: [PATCH 2/4] WIP --- extra_keras_datasets/svhn.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/extra_keras_datasets/svhn.py b/extra_keras_datasets/svhn.py index 2ea950a..0e4d161 100644 --- a/extra_keras_datasets/svhn.py +++ b/extra_keras_datasets/svhn.py @@ -52,7 +52,7 @@ def load_data(path='svhn_matlab.npz', type='normal'): input_extra = mat_extra['X'] input_extra = np.rollaxis(input_extra, 3, 0) target_extra = mat_extra['y'].flatten() - input_train = np.insert(input_extra, input_train) + input_train = np.insert(input_extra, len(input_train), values = input_train) target_train = np.concatenate(target_extra, target_train) # Return data From cfea001f7981af25829ce4c1aa46dd26a61322ca Mon Sep 17 00:00:00 2001 From: Christian Versloot Date: Thu, 9 Jan 2020 21:17:20 +0100 Subject: [PATCH 3/4] SVHN --- README.md | 24 ++++++++++++++++++++++++ assets/svhn-extra.png | Bin 0 -> 247179 bytes assets/svhn-normal.png | Bin 0 -> 245673 bytes extra_keras_datasets/svhn.py | 4 ++-- 4 files changed, 26 insertions(+), 2 deletions(-) create mode 100644 assets/svhn-extra.png create mode 100644 assets/svhn-normal.png diff --git a/README.md b/README.md index 569d75a..76116ad 100644 --- a/README.md +++ b/README.md @@ -120,12 +120,36 @@ from extra-keras-datasets import kmnist --- +### SVHN-Normal + +``` +from extra-keras-datasets import svhn +(input_train, target_train), (input_test, target_test) = svhn.load_data(type='normal') +``` + + + +--- + +### SVHN-Extra + +``` +from extra-keras-datasets import svhn +(input_train, target_train), (input_test, target_test) = svhn.load_data(type='extra') +``` + + + +--- + ## Contributors and other references * **EMNIST dataset:** * 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 * [tlindbloom](https://stackoverflow.com/users/4008755/tlindbloom) on StackOverflow: [loading EMNIST-letters dataset](https://stackoverflow.com/questions/51125969/loading-emnist-letters-dataset/53547262#53547262) in [emnist.py](./emnist.py). * **KMNIST dataset:** * Clanuwat, T., Bober-Irizar, M., Kitamoto, A., Lamb, A., Yamamoto, K., & Ha, D. (2018). Deep learning for classical Japanese literature. arXiv preprint arXiv:1812.01718. Retrieved from https://arxiv.org/abs/1812.01718 +* **SVHN dataset:** + * Netzer, Y., Wang, T., Coates, A., Bissacco, A., Wu, B., & Ng, A. Y. (2011). Reading digits in natural images with unsupervised feature learning. Retrieved from http://ufldl.stanford.edu/housenumbers/nips2011_housenumbers.pdf / http://ufldl.stanford.edu/housenumbers/ ## License The licenseable parts of this repository are licensed under a [MIT License](./LICENSE), so you're free to use this repo in your machine learning projects / blogs / exercises, and so on. 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b/extra_keras_datasets/svhn.py index 0e4d161..7bdae4e 100644 --- a/extra_keras_datasets/svhn.py +++ b/extra_keras_datasets/svhn.py @@ -52,8 +52,8 @@ def load_data(path='svhn_matlab.npz', type='normal'): input_extra = mat_extra['X'] input_extra = np.rollaxis(input_extra, 3, 0) target_extra = mat_extra['y'].flatten() - input_train = np.insert(input_extra, len(input_train), values = input_train) - target_train = np.concatenate(target_extra, target_train) + input_train = np.concatenate((input_extra, input_train)) + target_train = np.concatenate((target_extra, target_train)) # Return data return (input_train, target_train), (input_test, target_test) \ No newline at end of file From e82190455235588365f1be9b3e64dce74942e8ed Mon Sep 17 00:00:00 2001 From: Christian Versloot Date: Thu, 9 Jan 2020 21:17:42 +0100 Subject: [PATCH 4/4] Update TOC --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 76116ad..3c0f3df 100644 --- a/README.md +++ b/README.md @@ -20,6 +20,8 @@ Hi there, and welcome to the `extra-keras-datasets` module! This extension to th * [EMNIST-MNIST](#emnist-mnist) * [KMNIST-KMNIST](#kmnist-kmnist) * [KMNIST-K49](#kmnist-k49) + * [SVHN-Normal](#svhn-normal) + * [SVHN-Extra](#svhn-extra) - [Contributors and other references](#contributors-and-other-references) - [License](#license)