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Merge pull request #1224 from npcmaci/dev-postgresql
Add the readme file for the hematologic disease example
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<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one | ||
or more contributor license agreements. See the NOTICE file | ||
distributed with this work for additional information | ||
regarding copyright ownership. The ASF licenses this file | ||
to you under the Apache License, Version 2.0 (the | ||
"License"); you may not use this file except in compliance | ||
with the License. You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, | ||
software distributed under the License is distributed on an | ||
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
KIND, either express or implied. See the License for the | ||
specific language governing permissions and limitations | ||
under the License. | ||
--> | ||
# CNN demo model on BloodMnist dataset | ||
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## About dataset | ||
Download address: https://drive.google.com/drive/folders/1Ze9qri1UtAsIRoI0SJ4YRpdt5kUUMBEn?usp=sharing | ||
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The BloodMNIST , as a sub set of [MedMNIST](https://medmnist.com/), is based on a dataset of individual normal cells, captured from individuals without infection, hematologic or oncologic disease and free of any pharmacologic treatment at the moment of blood collection. | ||
It contains a total of 17,092 images and is organized into 8 classes. | ||
it is split with a ratio of 7:1:2 into training, validation and test set. | ||
The source images with resolution 3×360×363 pixels are center-cropped into 3×200×200, and then resized into 3×28×28. | ||
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8 classes of the dataset: | ||
```python | ||
"0": "basophil", | ||
"1": "eosinophil", | ||
"2": "erythroblast", | ||
"3": "ig (immature granulocytes)", | ||
"4": "lymphocyte", | ||
"5": "monocyte", | ||
"6": "neutrophil", | ||
"7": "platelet" | ||
``` | ||
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# Run the demo | ||
Run | ||
``` | ||
python ClassDemo.py | ||
``` |