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AlexNet implementation in TensorFlow

This program implements the AlexNet CNN architecture in TensorFlow. Training is done on the Pascal VOC 2012 dataset.

Reference: Krizhevsky, Alex, Ilya Sutskever, and Geoffrey E. Hinton. "Imagenet classification with deep convolutional neural networks." Advances in neural information processing systems. 2012.

Usage

In the code there are a few paths that need to be set:

  1. "pascal_voc_path" --> The absolute directory of the Pascal VOC 2012 dataset
  2. "labels_subdir" --> The absolute directory of the training labels text files; there are 20 in the Pascal VOC dataset since there are 20 object classes
  3. "valid_labels_subdir" --> The absolute directory of the validation labels text files; there are 20 in the Pascal VOC dataset since there are 20 object classes
  4. "images_subdir" --> The absolute directory of the image files

Then training can be run using: python3 AlexNet.py

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