diff --git a/README.md b/README.md index d8a7bb4..a4efb95 100644 --- a/README.md +++ b/README.md @@ -31,8 +31,12 @@ Please note that this dataset is **NOT** intended for clinical use. # Installation and Requirements Setup the required environments and install `medmnist` as a standard Python package: - pip install git+https://github.com/MedMNIST/MedMNIST.git + pip install --upgrade git+https://github.com/MedMNIST/MedMNIST.git +Check whether you have isnstalled the latest [version](medmnist/info.py): + + >>> import medmnist + >>> print(medmnist.__version__) The code requires only common Python environments for machine learning. Basicially, it was tested with * Python 3 (Anaconda 3.6.3 specifically) @@ -68,10 +72,18 @@ The MedMNIST dataset contains several subsets. Each subset (e.g., `pathmnist.npz * Print the dataset details given a subset flag: - python -m medmnist info + python -m medmnist info --flag=xxxmnist + +* Save the dataset as standard figures, which could be used for AutoML tools, e.g., Google AutoML Vision: + + python -m medmnist save --flag=xxxmnist --folder=tmp/ * Download the dataset manually or automatically (by setting `download=True` in [`dataset.py`](medmnist/dataset.py)). +* Explore the MedMNIST dataset with jupyter notebook ([`getting_started.ipynb`](examples/getting_started.ipynb)), and train basic neural networks in PyTorch. + +* If you do not use PyTorch, go to [`getting_started_without_PyTorch.ipynb`](examples/getting_started_without_PyTorch.ipynb), which provides snippets about how to use MedMNIST data (the `.npz` files) without PyTorch. + * Please refer to our another repository [`MedMNIST/experiments`](https://github.com/MedMNIST/experiments) for all experiments, including PyTorch, auto-sklearn, AutoKeras and Google AutoML Vision together with their weights! # Citation diff --git a/examples/getting_started.ipynb b/examples/getting_started.ipynb index 827d4b8..81096fe 100644 --- a/examples/getting_started.ipynb +++ b/examples/getting_started.ipynb @@ -34,7 +34,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Version: 0.2.0\n" + "Version: 1.0\n" ] } ], @@ -48,8 +48,8 @@ "metadata": {}, "outputs": [], "source": [ - "data_flag = 'pneumoniamnist'\n", - "# data_flag = 'breastmnist'\n", + "# data_flag = 'pathmnist'\n", + "data_flag = 'breastmnist'\n", "download = True\n", "input_root = 'tmp_data/'\n", "\n", @@ -78,6 +78,55 @@ "n_classes = len(info['label'])" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([16, 72])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sel = np.random.choice(100, size=2, replace=False)\n", + "sel" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'train_dataset' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmontage\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0msel\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'train_dataset' is not defined" + ] + } + ], + "source": [ + "plt.imshow(montage(train_dataset.img[sel]))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -87,16 +136,19 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using downloaded and verified file: tmp_data/pneumoniamnist.npz\n", - "Using downloaded and verified file: tmp_data/pneumoniamnist.npz\n", - "Using downloaded and verified file: tmp_data/pneumoniamnist.npz\n" + "ename": "AttributeError", + "evalue": "'BreastMNIST' object has no attribute 'root'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# load the data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mtrain_dataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataClass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_root\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransform\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata_transform\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdownload\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mtest_dataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataClass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_root\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'test'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransform\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata_transform\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdownload\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mnonorm_dataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataClass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_root\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtransform\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mToTensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdownload\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdownload\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/medmnist/dataset.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, root, split, transform, target_transform, download)\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mINFO\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mflag\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 28\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mroot\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mroot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'BreastMNIST' object has no attribute 'root'" ] } ], @@ -119,45 +171,18 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset PneumoniaMNIST\n", - " Number of datapoints: 4708\n", - " Root location: tmp_data/\n", - " Split: train\n", - " Task: binary-class\n", - " Number of channels: 1\n", - " Meaning of labels: {'0': 'normal', '1': 'pneumonia'}\n", - " Number of samples: {'train': 4708, 'val': 524, 'test': 624}\n", - " Description: PneumoniaMNIST: A dataset based on a prior dataset of 5,856 pediatric chest X-ray images. The task is binary-class classification of pneumonia and normal. We split the source training set with a ratio of 9:1 into training and validation set, and use its source validation set as the test set. The source images are single-channel, and their sizes range from (384-2,916) x (127-2,713). We center-crop the images and resize them into 1 x 28 x 28.\n", - " License: CC BY 4.0\n", - "===================\n", - "Dataset PneumoniaMNIST\n", - " Number of datapoints: 624\n", - " Root location: tmp_data/\n", - " Split: test\n", - " Task: binary-class\n", - " Number of channels: 1\n", - " Meaning of labels: {'0': 'normal', '1': 'pneumonia'}\n", - " Number of samples: {'train': 4708, 'val': 524, 'test': 624}\n", - " Description: PneumoniaMNIST: A dataset based on a prior dataset of 5,856 pediatric chest X-ray images. The task is binary-class classification of pneumonia and normal. We split the source training set with a ratio of 9:1 into training and validation set, and use its source validation set as the test set. The source images are single-channel, and their sizes range from (384-2,916) x (127-2,713). We center-crop the images and resize them into 1 x 28 x 28.\n", - " License: CC BY 4.0\n", - "===================\n", - "Dataset PneumoniaMNIST\n", - " Number of datapoints: 4708\n", - " Root location: tmp_data/\n", - " Split: train\n", - " Task: binary-class\n", - " Number of channels: 1\n", - " Meaning of labels: {'0': 'normal', '1': 'pneumonia'}\n", - " Number of samples: {'train': 4708, 'val': 524, 'test': 624}\n", - " Description: PneumoniaMNIST: A dataset based on a prior dataset of 5,856 pediatric chest X-ray images. The task is binary-class classification of pneumonia and normal. We split the source training set with a ratio of 9:1 into training and validation set, and use its source validation set as the test set. The source images are single-channel, and their sizes range from (384-2,916) x (127-2,713). We center-crop the images and resize them into 1 x 28 x 28.\n", - " License: CC BY 4.0\n" + "ename": "NameError", + "evalue": "name 'train_dataset' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"===================\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"===================\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnonorm_dataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'train_dataset' is not defined" ] } ], @@ -171,12 +196,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -201,12 +226,22 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -243,8 +278,10 @@ " image = image.reshape(scale, 28, 28, 3)\n", " arr_out = montage(image, multichannel=3)\n", " plt.imshow(arr_out)\n", + " \n", + " return arr_out\n", " \n", - "process(n_channels=n_channels, length=20)" + "process(n_channels=n_channels, length=20).shape" ] }, { diff --git a/medmnist/__init__.py b/medmnist/__init__.py index 7a7c172..ba59e9e 100644 --- a/medmnist/__init__.py +++ b/medmnist/__init__.py @@ -1,2 +1,5 @@ from medmnist.info import __version__, HOMEPAGE -from medmnist.dataset import PathMNIST, ChestMNIST, DermaMNIST, OCTMNIST, PneumoniaMNIST, RetinaMNIST, BreastMNIST, BloodMNIST, TissueMNIST, OrganAMNIST, OrganCMNIST, OrganSMNIST +from medmnist.dataset import (PathMNIST, ChestMNIST, DermaMNIST, OCTMNIST, PneumoniaMNIST, RetinaMNIST, + BreastMNIST, BloodMNIST, TissueMNIST, OrganAMNIST, OrganCMNIST, OrganSMNIST, + OrganMNIST3D, NoduleMNIST3D, AdrenalMNIST3D, FractureMNIST3D, VesselMNIST3D, SynapseMNIST3D) +# from medmnist.evaluator import Evaluator diff --git a/medmnist/__main__.py b/medmnist/__main__.py index 039e3ca..ee5a9e3 100644 --- a/medmnist/__main__.py +++ b/medmnist/__main__.py @@ -1,9 +1,10 @@ -from medmnist.info import __version__, HOMEPAGE, INFO, DEFAULT_ROOT import medmnist +from medmnist.info import INFO, DEFAULT_ROOT + def available(): '''List all available datasets.''' - print(f"MedMNIST v{__version__} @ {HOMEPAGE}") + print(f"MedMNIST v{medmnist.__version__} @ {medmnist.HOMEPAGE}") print("All available datasets:") for key in INFO.keys(): @@ -15,7 +16,7 @@ def download(root=DEFAULT_ROOT): for key in INFO.keys(): print(f"Downloading {key}...") _ = getattr(medmnist, INFO[key]['python_class'])( - split="train", root=root) + split="train", root=root, download=True) def clean(root=DEFAULT_ROOT): @@ -34,18 +35,70 @@ def info(flag): pprint(INFO[flag]) -def test(): +def save(flag, folder, postfix="png", root=DEFAULT_ROOT): + '''Save the dataset as standard figures, which could be used for AutoML tools, e.g., Google AutoML Vision.''' + print(f"Saving {flag} train...") + train_dataset = getattr(medmnist, INFO[flag]['python_class'])( + split="train", root=root) + train_dataset.save(folder, postfix) + + print(f"Saving {flag} val...") + val_dataset = getattr(medmnist, INFO[flag]['python_class'])( + split="val", root=root) + val_dataset.save(folder, postfix) + + print(f"Saving {flag} test...") + test_dataset = getattr(medmnist, INFO[flag]['python_class'])( + split="test", root=root) + test_dataset.save(folder, postfix) + + +def test(save_folder="tmp/", root=DEFAULT_ROOT): '''For developmemnt only.''' available() - download() - - clean() + download(root) for key in INFO.keys(): + print(f"Verifying {key}....") + info(key) + train_dataset = getattr(medmnist, INFO[key]['python_class'])( + split="train", root=root) + assert len(train_dataset) == INFO[key]["n_samples"]["train"] + + val_dataset = getattr(medmnist, INFO[key]['python_class'])( + split="val", root=root) + assert len(val_dataset) == INFO[key]["n_samples"]["val"] + + test_dataset = getattr(medmnist, INFO[key]['python_class'])( + split="test", root=root) + assert len(test_dataset) == INFO[key]["n_samples"]["test"] + + n_channels = INFO[key]["n_channels"] + + _, *shape = train_dataset.img.shape + if n_channels == 3: + assert shape == [28, 28, 3] + else: + assert n_channels == 1 + assert shape == [28, 28] or shape == [28, 28, 28] + + if save_folder != "null": + try: + train_dataset.montage(save_folder=save_folder) + except NotImplementedError: + print(f"{key} `montage` method not implemented.") + + try: + save(key, save_folder, postfix=".jpg", root=root) + except: + print(f"{key} `save` method not implemented.") + + # clean(root) + if __name__ == "__main__": import fire diff --git a/medmnist/dataset.py b/medmnist/dataset.py index ddd8745..e228690 100644 --- a/medmnist/dataset.py +++ b/medmnist/dataset.py @@ -1,4 +1,5 @@ import os +from sys import base_prefix import numpy as np from PIL import Image from torch.utils.data import Dataset @@ -13,7 +14,7 @@ def __init__(self, split, transform=None, target_transform=None, - download=True, + download=False, as_rgb=False, root=DEFAULT_ROOT): ''' dataset @@ -94,12 +95,10 @@ class MedMNIST2D(MedMNIST): def __getitem__(self, index): img, target = self.img[index], self.label[index].astype(int) - img = Image.fromarray(np.uint8(img)) + img = Image.fromarray(img) if self.as_rgb: - img = Image.fromarray(img).convert('RGB') - else: - img = Image.fromarray(img) + img = img.convert('RGB') if self.transform is not None: img = self.transform(img) @@ -109,11 +108,80 @@ def __getitem__(self, index): return img, target - def save(self, folder): - pass + def save(self, folder, postfix="png", write_csv=True): + + split_dict = { + "train": "TRAIN", + "val": "VALIDATION", + "test": "TEST" + } # compatible for Google AutoML Vision + + from tqdm import trange + + _transform = self.transform + _target_transform = self.target_transform + self.transform = None + self.target_transform = None + + base_folder = os.path.join(folder, self.flag) + + if not os.path.exists(base_folder): + os.makedirs(base_folder) + + if write_csv: + csv_file = open(os.path.join(folder, f"{self.flag}.csv"), "a") + + for idx in trange(self.__len__()): + + img, label = self.__getitem__(idx) + + file_name = f"{self.split}{idx}_{'_'.join(map(str,label))}.{postfix}" + + img.save(os.path.join(base_folder, file_name)) + + if write_csv: + line = f"{split_dict[self.split]},{file_name},{','.join(map(str,label))}\n" + csv_file.write(line) + + self.transform = _transform + self.target_transform = _target_transform + csv_file.close() + + def montage(self, length=20, replace=False, save_folder=None): + import os + import numpy as np + import matplotlib.pyplot as plt + from skimage.util import montage as skimage_montage + + n_imgs = length * length + sel = np.random.choice(self.__len__(), size=n_imgs, replace=replace) + sel_img = self.img[sel] + if self.info['n_channels'] == 3: + montage_arr = skimage_montage(sel_img, multichannel=True) + else: + assert self.info['n_channels'] == 1 + montage_arr = skimage_montage(sel_img, multichannel=False) + + montage_img = Image.fromarray(montage_arr) + + if save_folder is not None: + montage_img.save( + os.path.join(save_folder, + f"{self.flag}_{self.split}_montage.jpg")) - def montage(self, length): - pass + return montage_img + + +class MedMNIST3D(MedMNIST): + + def __getitem__(self, index): + return super().__getitem__(index) + + def save(self, folder, postfix="png", write_csv=True): + raise NotImplementedError + + def montage(self, length=20, replace=False, save_folder=None): + raise NotImplementedError class PathMNIST(MedMNIST2D): @@ -164,6 +232,30 @@ class OrganSMNIST(MedMNIST2D): flag = "organsmnist" +class OrganMNIST3D(MedMNIST3D): + flag = "organmnist3d" + + +class NoduleMNIST3D(MedMNIST3D): + flag = "nodulemnist3d" + + +class AdrenalMNIST3D(MedMNIST3D): + flag = "adrenalmnist3d" + + +class FractureMNIST3D(MedMNIST3D): + flag = "fracturemnist3d" + + +class VesselMNIST3D(MedMNIST3D): + flag = "vesselmnist3d" + + +class SynapseMNIST3D(MedMNIST3D): + flag = "synapsemnist3d" + + # backward-compatible OrganMNISTAxial = OrganAMNIST OrganMNISTCoronal = OrganCMNIST diff --git a/medmnist/info.py b/medmnist/info.py index cfe2d8c..28d54f5 100644 --- a/medmnist/info.py +++ b/medmnist/info.py @@ -1,9 +1,9 @@ -__version__ = "1.1" +__version__ = "1.2" import os -import warnings from os.path import expanduser +import warnings def get_default_root(): @@ -413,7 +413,7 @@ def get_default_root(): "label": { "0": "Buckle Rib Fracture", "1": "Nondisplaced Rib Fracture", - "2": "Displaced Rib Fracture, Segmental Rib Fracture" + "2": "Displaced Rib Fracture" }, "n_channels": 1, "n_samples": {