//private void readFile()
//{
// string sourceDirectory = filePath;
// //@"C:\Projects\leafsnap-dataset\leafsnap-dataset~\dataset\images\field";
// IEnumerable<String> Files = Directory.EnumerateFiles(sourceDirectory, "*.jpg", SearchOption.AllDirectories);
// List<String> eachLeafImageFolder = Directory.GetDirectories(sourceDirectory).Take(10).ToList();
// int count = 0;
// int totalCount = eachLeafImageFolder.Count;
// foreach (String leafImage in eachLeafImageFolder)
// {
// count++;
// ImageCategory category = new ImageCategory();
// String plantCategoryName = new DirectoryInfo(leafImage).Name;
// List<String> eachLeafSpecies = Directory.GetFiles(leafImage, "*.*", SearchOption.AllDirectories).ToList();
// category.leafCategory = plantCategoryName;
// category.listOfImages = eachLeafSpecies;
// computeNumberOfTrainingDataSet(category);
// Console.WriteLine("{0} category of {1} containing {2} leaves", count, totalCount, eachLeafSpecies.Count);
// }
//}
private void computeNumberOfTrainingDataSet(ImageCategory LeafType)
{
List <String> trainingDataSet = new List <String>();
List <String> queryDataSet = new List <String>();
List <String> eachLeafSpecises = LeafType.listOfImages;
int totalImages = eachLeafSpecises.Count;
double trainingRatio = 0.8;
int training = (int)Math.Ceiling(trainingRatio * totalImages);
//Training model
for (int i = 0; i < training; i++)
{
trainingDataSet.Add(eachLeafSpecises[i]);
}
//Ratio of query model.
for (int j = training; j < eachLeafSpecises.Count; j++)
{
queryDataSet.Add(eachLeafSpecises[j]);
}
ImageCategory newImageTrainingSet = new ImageCategory();
newImageTrainingSet.listOfImages = trainingDataSet;
newImageTrainingSet.leafCategory = LeafType.leafCategory;
trainingModel.Add(newImageTrainingSet);
ImageCategory newImageQueryDataSet = new ImageCategory();
newImageQueryDataSet.listOfImages = queryDataSet;
newImageQueryDataSet.leafCategory = LeafType.leafCategory;
queryModel.Add(newImageQueryDataSet);
}
private void readFile()
{
string sourceDirectory = @"C:\Users\Funapp\Desktop\Capstone Project\leaf_dataset\leafsnap-dataset\subdataset";
var Files = Directory.EnumerateFiles(sourceDirectory, "*.jpg", SearchOption.AllDirectories);
List <String> eachLeafImageFolder = Directory.GetDirectories(sourceDirectory).ToList();
foreach (String leafImage in eachLeafImageFolder)
{
ImageCategory category = new ImageCategory();
String plantCategoryName = new DirectoryInfo(leafImage).Name;
List <String> eachLeafSpecies = Directory.GetFiles(leafImage, "*.*", SearchOption.AllDirectories).ToList();
category.leafCategory = plantCategoryName;
category.listOfImages = eachLeafSpecies;
computeNumberOfTrainingDataSet(category);
}
}
void ITrainModel.ReadFileSystem()
{
List <String> eachLeafImageFolder = this.eachLeafImageFolder;
string sourceDirectory = this.filePath;
int count = 0;
int totalCount = eachLeafImageFolder.Count;
foreach (String leafImage in eachLeafImageFolder)
{
count++;
ImageCategory category = new ImageCategory();
String plantCategoryName = new DirectoryInfo(leafImage).Name;
List <String> eachLeafSpecies = Directory.GetFiles(leafImage, "*.*", SearchOption.AllDirectories).ToList();
category.leafCategory = plantCategoryName;
category.listOfImages = eachLeafSpecies;
computeNumberOfTrainingDataSet(category);
Console.WriteLine("{0} category of {1} containing {2} leaves", count, totalCount, eachLeafSpecies.Count);
}
}
void ITrainModel.ReadFileSystem()
{
List <String> eachLeafImageFolder = this.eachLeafImageFolder;
string sourceDirectory = this.filePath;
//@"C:\Projects\leafsnap-dataset\leafsnap-dataset~\dataset\images\field";
//IEnumerable<String> Files = Directory.EnumerateFiles(sourceDirectory, "*.jpg", SearchOption.AllDirectories);
//List<String> eachLeafImageFolder = Directory.GetDirectories(sourceDirectory).ToList().GetRange(0,12);
int count = 0;
int totalCount = eachLeafImageFolder.Count;
foreach (String leafImage in eachLeafImageFolder)
{
count++;
ImageCategory category = new ImageCategory();
String plantCategoryName = new DirectoryInfo(leafImage).Name;
List <String> eachLeafSpecies = Directory.GetFiles(leafImage, "*.*", SearchOption.AllDirectories).ToList();
category.leafCategory = plantCategoryName;
category.listOfImages = eachLeafSpecies;
computeNumberOfTrainingDataSet(category);
Console.WriteLine("{0} category of {1} containing {2} leaves", count, totalCount, eachLeafSpecies.Count);
}
}