Project_ae

This repository contains files and scripts used in the thesis. Datasets are not included here because of the size limits.

Dataset tools and scripts

• /dataset_tools/image_resizer.ipynb #script for resizing coco images to 224x224
• /dataset_tools/edit_coco_json_bbox_size_according_to_image_size.ipynb #to resize bbox annotations
• /dataset_tools/fiftyone_view_dataset.ipynb #fiftyone tool to view datasets and annotations
• /dataset_tools/create_coco_tf_record.py #script to create TFRecords

Ground Truth annotation files

• /annotations/labels_224 #for coco-224 dataset
• /annotations/labels_original #for coco-original dataset (validation dataset)

Crafting Pipelines

• ae_crafting_pipeline_efficientnet.ipynb
• ae_crafting_pipeline_mobilenetv2.ipynb
• ae_crafting_pipeline_resnet50.ipynb

Jupyter Notebooks

• Tensorflow_model_evaluator.ipynb #notebook to evaluate models in google colab
• Tensorflow_visualize_detections.ipynb #notebook to visualize detection in google colab

Evaluation results

• /evaluation/mAP_results #results in txt files
• model_evaluation_results.xlsx #results tables in excel file

Visualize images

• visualize_detections.ipynb #Visualize images locally

Perturbation resize

• /perturbation_resize_results/ #perturbation resize result images