public static ImageClassification Classify(string path)
{
if (!path.EndsWith(".gif", StringComparison.OrdinalIgnoreCase))
{
return(ImageClassification.Normal);
}
using (new QuickTimer("Classify image"))
{
using (Bitmap bitmap = (Bitmap)Image.FromFile(path))
{
if (!bitmap.RawFormat.Equals(ImageFormat.Gif))
{
return(ImageClassification.Normal);
}
ImageClassification result = ImageClassification.Normal;
if (IsAnimated(bitmap))
{
result |= ImageClassification.AnimatedGif;
}
if (IsIndexedWithTransparency(bitmap, ImageFormat.Gif))
{
result |= ImageClassification.TransparentGif;
}
return(result);
}
}
}
static void Main(string[] args)
{
try
{
//Setting global device
Logging.OnWriteLog += Logging_OnWriteLog;
//XOR Example
XORExample.LoadData();
XORExample.BuildModel();
XORExample.Train();
//Housing regression example
HousingRegression.LoadData();
HousingRegression.BuildModel();
HousingRegression.Train();
//MNIST Classification example
MNISTClassifier.LoadData();
MNISTClassifier.BuildModel();
MNISTClassifier.Train();
//LSTM Time series example
TimeSeriesPrediction.LoadData();
TimeSeriesPrediction.BuildModel();
TimeSeriesPrediction.Train();
//Multi variate time series prediction
MiltiVariateTimeSeriesPrediction.LoadData();
MiltiVariateTimeSeriesPrediction.BuildModel();
MiltiVariateTimeSeriesPrediction.Train();
//Cifar - 10 Classification example
//Cifar10Classification.LoadData();
//Cifar10Classification.BuildModel();
//Cifar10Classification.Train();
//Image classification example
Console.WriteLine("ResNet50 Prediction: " + ImageClassification.ImagenetTest(SiaNet.Common.ImageNetModel.ResNet50)[0].Name);
//Console.WriteLine("Cifar 10 Prediction: " + ImageClassification.Cifar10Test(SiaNet.Common.Cifar10Model.ResNet110)[0].Name);
//Object Detection
ObjectDetection.PascalDetection();
//ObjectDetection.GroceryDetection();
Console.ReadLine();
}
catch (Exception ex)
{
Console.WriteLine(ex.ToString());
Console.ReadLine();
}
}
public IActionResult ClasificarImagen()
{
ImageClassification imageClassification = new ImageClassification()
{
ImageData = new ModelInput()
{
ImageSource = @"..\..\..\..\..\data\Test\Jackets\0ed0fc9c-c942-4761-a560-3d31c7962a81___Data_36-aaaboptk000brown-golden-triangle-original-imaem5sbdfhgzhcd.jpeg",
Label = "Jacket",
},
ImagePrediction = new ModelOutput()
};
return(View(imageClassification));
}
static void Main(string[] args)
{
try
{
//Setting global device
Logging.OnWriteLog += Logging_OnWriteLog;
ImageDataFrame frame = new ImageDataFrame(Variable.InputVariable(new int[] { 28, 28, 1 }, DataType.Float), Variable.InputVariable(new int[] { 10 }, DataType.Float));
//frame.ExtractCifar10();
frame.Load(@"C:\BDK\Dataset\Cifar10");
//Housing regression example
HousingRegression.LoadData();
HousingRegression.BuildModel();
HousingRegression.Train();
//MNIST Classification example
MNISTClassifier.LoadData();
MNISTClassifier.BuildModel();
MNISTClassifier.Train();
//Cifar - 10 Classification example
//Cifar10Classification.LoadData();
//Cifar10Classification.BuildModel();
//Cifar10Classification.Train();
//Image classification example
Console.WriteLine("ResNet50 Prediction: " + ImageClassification.ImagenetTest(SiaNet.Common.ImageNetModel.ResNet50)[0].Name);
Console.WriteLine("Cifar 10 Prediction: " + ImageClassification.Cifar10Test(SiaNet.Common.Cifar10Model.ResNet110)[0].Name);
//Object Detection
//ObjectDetection.PascalDetection();
//ObjectDetection.GroceryDetection();
Console.ReadLine();
}
catch (Exception ex)
{
Console.WriteLine(ex.ToString());
Console.ReadLine();
}
}
static void Main(string[] args)
{
try
{
//Setting global device
GlobalParameters.Device = DeviceDescriptor.CPUDevice;
Logging.OnWriteLog += Logging_OnWriteLog;
//Housing regression example
HousingRegression.LoadData();
HousingRegression.BuildModel();
HousingRegression.Train();
//MNIST Classification example
MNISTClassifier.LoadData();
MNISTClassifier.BuildModel();
MNISTClassifier.Train();
//Cifar - 10 Classification example
//Cifar10Classification.LoadData();
//Cifar10Classification.BuildModel();
//Cifar10Classification.Train();
//Image classification example
Console.WriteLine("ResNet50 Prediction: " + ImageClassification.ImagenetTest(SiaNet.Common.ImageNetModel.ResNet50)[0].Name);
Console.WriteLine("Cifar 10 Prediction: " + ImageClassification.Cifar10Test(SiaNet.Common.Cifar10Model.ResNet110)[0].Name);
//Object Detection
//ObjectDetection.PascalDetection();
//ObjectDetection.GroceryDetection();
Console.ReadLine();
}
catch (Exception ex)
{
Console.WriteLine(ex.ToString());
Console.ReadLine();
}
}
public async Task <IActionResult> ClasificarImagen(ImageClassification imageClassification)
{
string pathPrediction = @"..\..\..\..\..\data\Predict\";
string pathImgPredict = Path.Combine(pathPrediction, imageClassification.ImgFile.FileName);
pathImgPredict = ConsumeModel.GetAbsolutePath(pathImgPredict);
using (var stream = System.IO.File.Create(pathImgPredict))
{
await imageClassification.ImgFile.CopyToAsync(stream);
}
imageClassification.ImageData = new ModelInput()
{
ImageSource = pathImgPredict,
Label = "Desconocido",
};
imageClassification.ImagePrediction = new ModelOutput();
imageClassification.ImagePrediction = QueTipoDeProductoEs(imageClassification.ImageData);
return(View(imageClassification));
}
private static List <NewImageInfo> ScanImages(IBlogPostHtmlEditor currentEditor, IEditorAccount editorAccount, ContentEditor editor, bool useDefaultTargetSettings)
{
List <NewImageInfo> newImages = new List <NewImageInfo>();
ApplicationPerformance.ClearEvent("InsertImage");
ApplicationPerformance.StartEvent("InsertImage");
using (new WaitCursor())
{
IHTMLElement2 postBodyElement = (IHTMLElement2)((BlogPostHtmlEditorControl)currentEditor).PostBodyElement;
if (postBodyElement != null)
{
foreach (IHTMLElement imgElement in postBodyElement.getElementsByTagName("img"))
{
string imageSrc = imgElement.getAttribute("srcDelay", 2) as string;
if (string.IsNullOrEmpty(imageSrc))
{
imageSrc = imgElement.getAttribute("src", 2) as string;
}
// WinLive 96840 - Copying and pasting images within shared canvas should persist source
// decorator settings. "wlCopySrcUrl" is inserted while copy/pasting within canvas.
bool copyDecoratorSettings = false;
string attributeCopySrcUrl = imgElement.getAttribute("wlCopySrcUrl", 2) as string;
if (!string.IsNullOrEmpty(attributeCopySrcUrl))
{
copyDecoratorSettings = true;
imgElement.removeAttribute("wlCopySrcUrl", 0);
}
// Check if we need to apply default values for image decorators
bool applyDefaultDecorator = true;
string attributeNoDefaultDecorator = imgElement.getAttribute("wlNoDefaultDecorator", 2) as string;
if (!string.IsNullOrEmpty(attributeNoDefaultDecorator) && string.Compare(attributeNoDefaultDecorator, "TRUE", StringComparison.OrdinalIgnoreCase) == 0)
{
applyDefaultDecorator = false;
imgElement.removeAttribute("wlNoDefaultDecorator", 0);
}
string applyDefaultMargins = imgElement.getAttribute("wlApplyDefaultMargins", 2) as string;
if (!String.IsNullOrEmpty(applyDefaultMargins))
{
DefaultImageSettings defaultImageSettings = new DefaultImageSettings(editorAccount.Id, editor.DecoratorsManager);
MarginStyle defaultMargin = defaultImageSettings.GetDefaultImageMargin();
// Now apply it to the image
imgElement.style.marginTop = String.Format(CultureInfo.InvariantCulture, "{0} px", defaultMargin.Top);
imgElement.style.marginLeft = String.Format(CultureInfo.InvariantCulture, "{0} px", defaultMargin.Left);
imgElement.style.marginBottom = String.Format(CultureInfo.InvariantCulture, "{0} px", defaultMargin.Bottom);
imgElement.style.marginRight = String.Format(CultureInfo.InvariantCulture, "{0} px", defaultMargin.Right);
imgElement.removeAttribute("wlApplyDefaultMargins", 0);
}
if ((UrlHelper.IsFileUrl(imageSrc) || IsFullPath(imageSrc)) && !ContentSourceManager.IsSmartContent(imgElement))
{
Uri imageSrcUri = new Uri(imageSrc);
try
{
BlogPostImageData imageData = BlogPostImageDataList.LookupImageDataByInlineUri(editor.ImageList, imageSrcUri);
Emoticon emoticon = EmoticonsManager.GetEmoticon(imgElement);
if (imageData == null && emoticon != null)
{
// This is usually an emoticon copy/paste and needs to be cleaned up.
Uri inlineImageUri = editor.EmoticonsManager.GetInlineImageUri(emoticon);
imgElement.setAttribute("src", UrlHelper.SafeToAbsoluteUri(inlineImageUri), 0);
}
else if (imageData == null)
{
if (!File.Exists(imageSrcUri.LocalPath))
{
throw new FileNotFoundException(imageSrcUri.LocalPath);
}
// WinLive 188841: Manually attach the behavior so that the image cannot be selected or resized while its loading.
DisabledImageElementBehavior disabledImageBehavior = new DisabledImageElementBehavior(editor.IHtmlEditorComponentContext);
disabledImageBehavior.AttachToElement(imgElement);
Size sourceImageSize = ImageUtils.GetImageSize(imageSrcUri.LocalPath);
ImagePropertiesInfo imageInfo = new ImagePropertiesInfo(imageSrcUri, sourceImageSize, new ImageDecoratorsList(editor.DecoratorsManager, new BlogPostSettingsBag()));
DefaultImageSettings defaultImageSettings = new DefaultImageSettings(editorAccount.Id, editor.DecoratorsManager);
// Make sure this is set because some imageInfo properties depend on it.
imageInfo.ImgElement = imgElement;
bool isMetafile = ImageHelper2.IsMetafile(imageSrcUri.LocalPath);
ImageClassification imgClass = ImageHelper2.Classify(imageSrcUri.LocalPath);
if (!isMetafile && ((imgClass & ImageClassification.AnimatedGif) != ImageClassification.AnimatedGif))
{
// WinLive 96840 - Copying and pasting images within shared canvas should persist source
// decorator settings.
if (copyDecoratorSettings)
{
// Try to look up the original copied source image.
BlogPostImageData imageDataOriginal = BlogPostImageDataList.LookupImageDataByInlineUri(editor.ImageList, new Uri(attributeCopySrcUrl));
if (imageDataOriginal != null && imageDataOriginal.GetImageSourceFile() != null)
{
// We have the original image reference, so lets make a clone of it.
BlogPostSettingsBag originalBag = (BlogPostSettingsBag)imageDataOriginal.ImageDecoratorSettings.Clone();
ImageDecoratorsList originalDecoratorsList = new ImageDecoratorsList(editor.DecoratorsManager, originalBag);
ImageFileData originalImageFileData = imageDataOriginal.GetImageSourceFile();
Size originalImageSize = new Size(originalImageFileData.Width, originalImageFileData.Height);
imageInfo = new ImagePropertiesInfo(originalImageFileData.Uri, originalImageSize, originalDecoratorsList);
}
else
{
// There are probably decorators applied to the image, but in a different editor so we can't access them.
// We probably don't want to apply any decorators to this image, so apply blank decorators and load the
// image as full size so it looks like it did before.
imageInfo.ImageDecorators = defaultImageSettings.LoadBlankLocalImageDecoratorsList();
imageInfo.InlineImageSizeName = ImageSizeName.Full;
}
}
else if (applyDefaultDecorator)
{
imageInfo.ImageDecorators = defaultImageSettings.LoadDefaultImageDecoratorsList();
if ((imgClass & ImageClassification.TransparentGif) == ImageClassification.TransparentGif)
{
imageInfo.ImageDecorators.AddDecorator(NoBorderDecorator.Id);
}
}
else
{
// Don't use default values for decorators
imageInfo.ImageDecorators = defaultImageSettings.LoadBlankLocalImageDecoratorsList();
imageInfo.InlineImageSizeName = ImageSizeName.Full;
}
}
else
{
ImageDecoratorsList decorators = new ImageDecoratorsList(editor.DecoratorsManager, new BlogPostSettingsBag());
decorators.AddDecorator(editor.DecoratorsManager.GetDefaultRemoteImageDecorators());
imageInfo.ImageDecorators = decorators;
}
imageInfo.ImgElement = imgElement;
imageInfo.DhtmlImageViewer = editorAccount.EditorOptions.DhtmlImageViewer;
//discover the "natural" target settings from the DOM
string linkTargetUrl = imageInfo.LinkTargetUrl;
if (linkTargetUrl == imageSrc)
{
imageInfo.LinkTarget = LinkTargetType.IMAGE;
}
else if (!String.IsNullOrEmpty(linkTargetUrl) && !UrlHelper.IsFileUrl(linkTargetUrl))
{
imageInfo.LinkTarget = LinkTargetType.URL;
}
else
{
imageInfo.LinkTarget = LinkTargetType.NONE;
}
if (useDefaultTargetSettings)
{
if (!GlobalEditorOptions.SupportsFeature(ContentEditorFeature.SupportsImageClickThroughs) && imageInfo.DefaultLinkTarget == LinkTargetType.IMAGE)
{
imageInfo.DefaultLinkTarget = LinkTargetType.NONE;
}
if (imageInfo.LinkTarget == LinkTargetType.NONE)
{
imageInfo.LinkTarget = imageInfo.DefaultLinkTarget;
}
if (imageInfo.DefaultLinkOptions.ShowInNewWindow)
{
imageInfo.LinkOptions.ShowInNewWindow = true;
}
imageInfo.LinkOptions.UseImageViewer = imageInfo.DefaultLinkOptions.UseImageViewer;
imageInfo.LinkOptions.ImageViewerGroupName = imageInfo.DefaultLinkOptions.ImageViewerGroupName;
}
Size defaultImageSize = defaultImageSettings.GetDefaultInlineImageSize();
Size initialSize = ImageUtils.GetScaledImageSize(defaultImageSize.Width, defaultImageSize.Height, sourceImageSize);
// add to list of new images
newImages.Add(new NewImageInfo(imageInfo, imgElement, initialSize, disabledImageBehavior));
}
else
{
// When switching blogs, try to adapt image viewer settings according to the blog settings.
ImagePropertiesInfo imageInfo = new ImagePropertiesInfo(imageSrcUri, ImageUtils.GetImageSize(imageSrcUri.LocalPath), new ImageDecoratorsList(editor.DecoratorsManager, imageData.ImageDecoratorSettings));
imageInfo.ImgElement = imgElement;
// Make sure the new crop and tilt decorators get loaded
imageInfo.ImageDecorators.MergeDecorators(DefaultImageSettings.GetImplicitLocalImageDecorators());
string viewer = imageInfo.DhtmlImageViewer;
if (viewer != editorAccount.EditorOptions.DhtmlImageViewer)
{
imageInfo.DhtmlImageViewer = editorAccount.EditorOptions.DhtmlImageViewer;
imageInfo.LinkOptions = imageInfo.DefaultLinkOptions;
}
// If the image is an emoticon, update the EmoticonsManager with the image's uri so that duplicate emoticons can point to the same file.
if (emoticon != null)
{
editor.EmoticonsManager.SetInlineImageUri(emoticon, imageData.InlineImageFile.Uri);
}
}
}
catch (ArgumentException e)
{
Trace.WriteLine("Could not initialize image: " + imageSrc);
Trace.WriteLine(e.ToString());
}
catch (DirectoryNotFoundException)
{
Debug.WriteLine("Image file does not exist: " + imageSrc);
}
catch (FileNotFoundException)
{
Debug.WriteLine("Image file does not exist: " + imageSrc);
}
catch (IOException e)
{
Debug.WriteLine("Image file cannot be read: " + imageSrc + " " + e);
DisplayMessage.Show(MessageId.FileInUse, imageSrc);
}
}
}
}
}
return(newImages);
}
