.
├── Augment.ipynb
├── clean.sh
├── main.sh
├── augment.py
├── data
│ ├── All_images
│ ├── MTSD -> /home/mjiit/Hossam/Datasets/MTSD/
│ └── test
├── del_image.txt
├── del_object.txt
├── faults.txt
├── gt_phase_1_2_after_aug.txt
├── gt_phase_1_after_aug.txt
├── gt_phase_1.txt
├── gt_phase_2_after_aug.txt
├── gt_phase_2.txt
├── gt.txt
├── README.md
└── results
├── gt_after_aug.txt
├── gt_final.txt
├── gt_phase_1_2_after_aug.txt
├── gt_phase_1_after_aug.txt
├── gt_phase_1.txt
├── gt_phase_2_after_aug.txt
└── gt_phase_2.txt
@article{Mohamed Elhawary2019,title = {Investigation on data augmentation for object detection using deep neural network for traffic signs application},journal = {Frontiers in Artificial Intelligence and Applications},year = {2019},volume = {318},pages = {144-156},author = {Mohamed Elhawary, H. and Shapiai, M.I. and Zamzuri, H. and Fauzi, H.}}
