https://github.com/ladyamely/densenet-tensorflow

This repository contains an implementation of the DenseNet architecture in TensorFlow
https://github.com/ladyamely/densenet-tensorflow

densenet densenet-tensorflow machine-learning python tensorflow

Last synced: 8 days ago
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This repository contains an implementation of the DenseNet architecture in TensorFlow

• Host: GitHub
• URL: https://github.com/ladyamely/densenet-tensorflow
• Owner: LadyAmely
• Created: 2024-12-23T13:05:42.000Z (15 days ago)
• Default Branch: master
• Last Pushed: 2024-12-26T14:52:19.000Z (12 days ago)
• Last Synced: 2024-12-26T15:31:57.087Z (12 days ago)
• Topics: densenet, densenet-tensorflow, machine-learning, python, tensorflow
• Language: Python
• Homepage:
• Size: 2.93 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# DenseNet Implementation in TensorFlow

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This repository contains an implementation of the DenseNet architecture in TensorFlow. DenseNet is a convolutional neural network (CNN) architecture known for its efficiency in parameter usage and performance in image classification tasks.

## Dataset

In this project, VGGNet was trained on the Fashion-MNIST dataset, showcasing its effectiveness even on simpler datasets for classification tasks.

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## Results

Using Fashion-MNIST dataset, the model achieved the following results:

- **Precision**: **88.57%**

- **Recall**: **88.53%**

- **F1-Score**: **88.50%**

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![Fashion-MNIST](https://github.com/LadyAmely/DenseNet-tensorflow/blob/master/plots/predictions_visualizations.png)

## References

Original Paper: ["Densely Connected Convolutional Networks (Huang et al., 2017)"](https://arxiv.org/pdf/1608.06993).