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ResNet-18 using PyTorch on Chest X-ray dataset

  1. Implementation of ResNet-18 from scratch

  2. Using a pre-trained ResNet-18

    a) Using the pre-trained network for classification by retraining only the newly added classifier part

    b) Fine-tuning the pre-trained ResNet-18

  3. Modifying the ResNet-18 model architecture

    a) Modifying the original ResNet-18 into ResNet-14 and training from scratch

    b) Modifying the pre-trained ResNet-18 and fine-tuning

Dataset:- https://www.kaggle.com/datasets/tolgadincer/labeled-chest-xray-images

Pre-trained ResNet-18:- https://pytorch.org/vision/main/models/generated/torchvision.models.resnet18.html

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