Updated 3 years ago
German Traffic Signal Dataset
1: Introduction
The German Traffic Sign Benchmark is a multi-class, single-image classification challenge held at the International Joint Conference on Neural Networks (IJCNN) 2011. Following are the details of the dataset
1. Single-image, multi-class classification problem
2. More than 40 classes
3. More than 50,000 images in total
4. Large, lifelike database
2: Data Pre processing
2.1 Loading the required Libraries
import tensorflow as tf
print(tf.__version__)
from tensorflow import keras
from tensorflow.keras import datasets, layers, models
import matplotlib.pyplot as plt
%matplotlib inline
from tensorflow.keras.optimizers import RMSprop
from tensorflow.keras.preprocessing.image import ImageDataGenerator
import numpy as np
import pandas as pd
import os
import shutil
2.4.1