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+PyTorch code used to train a deep learning model for the diagnosis of Hashimoto's thyroiditis from thyroid ultrasound images.
+
+Code brought from https://github.com/pytorch/vision/tree/master/references/classification.
+
+The example was tested with Python (v3.8.5), PyTorch (v1.7.1+cu101) and TorchVision (v0.8.2) on Ubuntu 16.04.5 and 20.04.2 LTS.
+
+To run the example `train.sh` for each task, you need to install `pytorch` and `torchvision`.
+For detail installation procedure, please refer to https://pytorch.org.
+
+The example can be run without GPU. However, GPUs are recommended to use if training with large-scale image data.
+
+## 1. Installation (5 min)
+```bash
+pip install torch==1.7.1 torchvision==0.8.2 sklearn pandas
+```
+
+## 2. Git clone (1 min)
+```bash
+git clone https://github.com/lixiangchun/AIplus
+```
+
+## 3. Run HTNet example (10 min)
+```bash
+cd AIplus/HTNet
+
+cd image-modality
+bash train.sh
+
+cd ../multi-modality
+bash train.sh
+```
+
+## 4. Expected output
+Model checkpoint file.
+