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shallow-network

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GiacomoLeoneMaria / How-to-Increment-the-Accuracy-of-CNN-step-by-step

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The aim of this project is to implement an image classifier based on convolu- tional neural networks. Starting by implementing a simple shallow network and then refining it until a pre-trained ResNet18 is implemented, showing at each step how the accuracy of the model improves. The provided dataset (from [Lazebnik et al., 2006]) contains 15 cate…

cnn pytorch image-augmentation he-initializer fine-tuning resnet-18 shallow-network
  • Updated Jul 5, 2022
  • Jupyter Notebook

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