Exemplo n.º 1
0
        public static string PixelValues(DigitImage dImage)
        {
            // create a string, with embedded newlines, suitable
            // for display in a multi-line TextBox control
            string s = "";

            for (int i = 0; i < dImage.height; ++i)
            {
                for (int j = 0; j < dImage.width; ++j)
                {
                    s += dImage.pixels[i][j].ToString("X2") + " ";
                }
                s += Environment.NewLine;
            }
            return(s);
        }
Exemplo n.º 2
0
        private void button2_Click(object sender, EventArgs e) // Display 'next' image
        {
            int        nextIndex = int.Parse(textBox4.Text);
            DigitImage currImage = trainImages[nextIndex];

            int    mag    = int.Parse(comboBox1.SelectedItem.ToString()); // magnification
            Bitmap bitMap = MakeBitmap(currImage, mag);

            pictureBox1.Image = bitMap;

            string pixelVals = PixelValues(currImage);

            textBox5.Text = pixelVals;

            textBox3.Text = textBox4.Text;              // update curr idx from old next idz
            textBox4.Text = (nextIndex + 1).ToString(); // ++next index

            listBox1.Items.Add("Curr image index = " + textBox3.Text + " label = " + currImage.label);
        }
Exemplo n.º 3
0
        } // LoadData

        public static Bitmap MakeBitmap(DigitImage dImage, int mag)
        {
            // create a C# Bitmap suitable for display in a PictureBox control
            int      width  = dImage.width * mag;
            int      height = dImage.height * mag;
            Bitmap   result = new Bitmap(width, height);
            Graphics gr     = Graphics.FromImage(result);

            for (int i = 0; i < dImage.height; ++i)
            {
                for (int j = 0; j < dImage.width; ++j)
                {
                    int pixelColor = 255 - dImage.pixels[i][j];                   // white background, black digits
                    //int pixelColor = dImage.pixels[i][j]; // black background, white digits
                    Color c = Color.FromArgb(pixelColor, pixelColor, pixelColor); // gray scale
                    //Color c = Color.FromArgb(pixelColor, 0, 0); // red scale
                    SolidBrush sb = new SolidBrush(c);
                    gr.FillRectangle(sb, j * mag, i * mag, mag, mag); // fills bitmap via Graphics object
                }
            }
            return(result);
        }
Exemplo n.º 4
0
        public static DigitImage[] LoadData(string pixelFile, string labelFile)
        {
            // Load MNIST training set of 60,000 images into memory
            // remove static to access listBox1
            int numImages = 60000;

            DigitImage[] result = new DigitImage[numImages];

            byte[][] pixels = new byte[28][];
            for (int i = 0; i < pixels.Length; ++i)
            {
                pixels[i] = new byte[28];
            }

            FileStream ifsPixels = new FileStream(pixelFile, FileMode.Open);
            FileStream ifsLabels = new FileStream(labelFile, FileMode.Open);

            BinaryReader brImages = new BinaryReader(ifsPixels);
            BinaryReader brLabels = new BinaryReader(ifsLabels);

            int magic1 = brImages.ReadInt32(); // stored as Big Endian

            magic1 = ReverseBytes(magic1);     // convert to Intel format

            int imageCount = brImages.ReadInt32();

            imageCount = ReverseBytes(imageCount);

            int numRows = brImages.ReadInt32();

            numRows = ReverseBytes(numRows);
            int numCols = brImages.ReadInt32();

            numCols = ReverseBytes(numCols);

            int magic2 = brLabels.ReadInt32();

            magic2 = ReverseBytes(magic2);

            int numLabels = brLabels.ReadInt32();

            numLabels = ReverseBytes(numLabels);

            // each image
            for (int di = 0; di < numImages; ++di)
            {
                for (int i = 0; i < 28; ++i) // get 28x28 pixel values
                {
                    for (int j = 0; j < 28; ++j)
                    {
                        byte b = brImages.ReadByte();
                        pixels[i][j] = b;
                    }
                }

                byte       lbl    = brLabels.ReadByte(); // get the label
                DigitImage dImage = new DigitImage(28, 28, pixels, lbl);
                result[di] = dImage;
            } // each image

            ifsPixels.Close(); brImages.Close();
            ifsLabels.Close(); brLabels.Close();

            return(result);
        } // LoadData