There are DNS spoofing in some regions in China or other places, which leads to the images cannot be shown.
This is the project for class Data Science Programming II.
There are report
file, presentation ppt
and draft
, jupyter notebook
file(s), log
files, model(HDF5)
files, and dataset examples in the repository.
Mainly based on the paper.
Zaibi, Ameur & Anis, Ladgham & Sakly, Anis. (2021). A Lightweight Model for Traffic Sign Classification Based on Enhanced LeNet-5 Network. Journal of Sensors. 2021. 10.1155/2021/8870529.
The model conception map:
43 classes for Traffic Sign Classification
-
Information on : https://benchmark.ini.rub.de/gtsrb_dataset.html
-
Download on: https://sid.erda.dk/public/archives/daaeac0d7ce1152aea9b61d9f1e19370/published-archive.html (you can find it on the download section on the upper link)
I download those:
- GTSRB_Final_Test_GT.zip (csv) (I unzip this file into the test images folder)
- GTSRB_Final_Test_Images.zip (ppm+csv)
- GTSRB_Final_Training_Images.zip (ppm+csv)
There is also a file called signnames.csv
, which maps numbers into class names. I found it on kaggle.