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Clinical applicable AI system based on deep learning algorithm for differentiation of pulmonary infectious disease

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Introduction

Modified from mmclassification. Support 3D resnet pretraining(see configs/imagenet_pretrain/). Support LIDC-IDRI dataset(see configs/lidc/).

Installation

Please refer to install.md for installation and dataset preparation.

Training

bash scripts/train.sh train

Benchmark and model zoo

Results and models are available in the model zoo.

Supported backbones:

  • ResNet
  • ResNeXt
  • SE-ResNet
  • SE-ResNeXt
  • RegNet
  • ShuffleNetV1
  • ShuffleNetV2
  • MobileNetV2
  • MobileNetV3

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Clinical applicable AI system based on deep learning algorithm for differentiation of pulmonary infectious disease

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