diff --git a/docs/source/datasets.rst b/docs/source/datasets.rst
index a6f2af387dc..c5d4feecdf6 100644
--- a/docs/source/datasets.rst
+++ b/docs/source/datasets.rst
@@ -35,6 +35,11 @@ Fashion-MNIST
 
 .. autoclass:: FashionMNIST
 
+KMNIST
+~~~~~~~~~~~~~
+
+.. autoclass:: KMNIST
+
 EMNIST
 ~~~~~~
 
diff --git a/torchvision/datasets/__init__.py b/torchvision/datasets/__init__.py
index 6ab5722315d..22cb5e9405d 100644
--- a/torchvision/datasets/__init__.py
+++ b/torchvision/datasets/__init__.py
@@ -3,7 +3,7 @@
 from .coco import CocoCaptions, CocoDetection
 from .cifar import CIFAR10, CIFAR100
 from .stl10 import STL10
-from .mnist import MNIST, EMNIST, FashionMNIST
+from .mnist import MNIST, EMNIST, FashionMNIST, KMNIST
 from .svhn import SVHN
 from .phototour import PhotoTour
 from .fakedata import FakeData
@@ -17,6 +17,6 @@
            'ImageFolder', 'DatasetFolder', 'FakeData',
            'CocoCaptions', 'CocoDetection',
            'CIFAR10', 'CIFAR100', 'EMNIST', 'FashionMNIST',
-           'MNIST', 'STL10', 'SVHN', 'PhotoTour', 'SEMEION',
+           'MNIST', 'KMNIST', 'STL10', 'SVHN', 'PhotoTour', 'SEMEION',
            'Omniglot', 'SBU', 'Flickr8k', 'Flickr30k',
            'VOCSegmentation', 'VOCDetection')
diff --git a/torchvision/datasets/mnist.py b/torchvision/datasets/mnist.py
index 90649178a95..675fe5edc7f 100644
--- a/torchvision/datasets/mnist.py
+++ b/torchvision/datasets/mnist.py
@@ -179,6 +179,31 @@ class FashionMNIST(MNIST):
                'Shirt', 'Sneaker', 'Bag', 'Ankle boot']
 
 
+class KMNIST(MNIST):
+    """`Kuzushiji-MNIST <https://github.com/rois-codh/kmnist>`_ Dataset.
+
+    Args:
+        root (string): Root directory of dataset where ``processed/training.pt``
+            and  ``processed/test.pt`` exist.
+        train (bool, optional): If True, creates dataset from ``training.pt``,
+            otherwise from ``test.pt``.
+        download (bool, optional): If true, downloads the dataset from the internet and
+            puts it in root directory. If dataset is already downloaded, it is not
+            downloaded again.
+        transform (callable, optional): A function/transform that  takes in an PIL image
+            and returns a transformed version. E.g, ``transforms.RandomCrop``
+        target_transform (callable, optional): A function/transform that takes in the
+            target and transforms it.
+    """
+    urls = [
+        'http://codh.rois.ac.jp/kmnist/dataset/kmnist/train-images-idx3-ubyte.gz',
+        'http://codh.rois.ac.jp/kmnist/dataset/kmnist/train-labels-idx1-ubyte.gz',
+        'http://codh.rois.ac.jp/kmnist/dataset/kmnist/t10k-images-idx3-ubyte.gz',
+        'http://codh.rois.ac.jp/kmnist/dataset/kmnist/t10k-labels-idx1-ubyte.gz',
+    ]
+    classes = ['o', 'ki', 'su', 'tsu', 'na', 'ha', 'ma', 'ya', 're', 'wo']
+
+
 class EMNIST(MNIST):
     """`EMNIST <https://www.nist.gov/itl/iad/image-group/emnist-dataset/>`_ Dataset.