mirror of
https://github.com/azaion/annotations.git
synced 2026-04-22 21:46:30 +00:00
210 lines
6.7 KiB
C#
210 lines
6.7 KiB
C#
using System.Drawing;
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using System.Globalization;
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using System.IO;
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using MessagePack;
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using Newtonsoft.Json;
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using Size = System.Windows.Size;
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namespace Azaion.Common.DTO;
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[MessagePackObject]
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public abstract class Label
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{
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[JsonProperty(PropertyName = "cl")][Key("c")] public int ClassNumber { get; set; }
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protected Label() { }
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protected Label(int classNumber)
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{
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ClassNumber = classNumber;
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}
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}
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public class CanvasLabel : Label
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{
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public double X { get; set; }
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public double Y { get; set; }
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public double Width { get; set; }
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public double Height { get; set; }
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public double Confidence { get; set; }
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public CanvasLabel()
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{
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}
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public CanvasLabel(int classNumber, double x, double y, double width, double height, double confidence = 1) : base(classNumber)
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{
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X = x;
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Y = y;
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Width = width;
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Height = height;
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Confidence = confidence;
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}
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public CanvasLabel(YoloLabel label, Size canvasSize, Size? videoSize = null, double confidence = 1)
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{
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var cw = canvasSize.Width;
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var ch = canvasSize.Height;
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var canvasAr = cw / ch;
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var videoAr = videoSize.HasValue
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? videoSize.Value.Width / videoSize.Value.Height
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: canvasAr;
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ClassNumber = label.ClassNumber;
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var left = label.CenterX - label.Width / 2;
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var top = label.CenterY - label.Height / 2;
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if (videoAr > canvasAr) //100% width
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{
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var realHeight = cw / videoAr; //real video height in pixels on canvas
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var blackStripHeight = (ch - realHeight) / 2.0; //height of black strips at the top and bottom
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X = left * cw;
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Y = top * realHeight + blackStripHeight;
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Width = label.Width * cw;
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Height = label.Height * realHeight;
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}
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else //100% height
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{
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var realWidth = ch * videoAr; //real video width in pixels on canvas
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var blackStripWidth = (cw - realWidth) / 2.0; //height of black strips at the top and bottom
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X = left * realWidth + blackStripWidth;
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Y = top * ch;
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Width = label.Width * realWidth;
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Height = label.Height * ch;
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}
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Confidence = confidence;
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}
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}
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[MessagePackObject]
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public class YoloLabel : Label
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{
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[JsonProperty(PropertyName = "x")][Key("x")] public double CenterX { get; set; }
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[JsonProperty(PropertyName = "y")][Key("y")] public double CenterY { get; set; }
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[JsonProperty(PropertyName = "w")][Key("w")] public double Width { get; set; }
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[JsonProperty(PropertyName = "h")][Key("h")] public double Height { get; set; }
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public YoloLabel()
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{
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}
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public YoloLabel(int classNumber, double centerX, double centerY, double width, double height) : base(classNumber)
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{
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CenterX = centerX;
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CenterY = centerY;
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Width = width;
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Height = height;
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}
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public RectangleF ToRectangle() =>
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new((float)(CenterX - Width / 2.0), (float)(CenterY - Height / 2.0), (float)Width, (float)Height);
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public YoloLabel(CanvasLabel canvasLabel, Size canvasSize, Size? videoSize = null)
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{
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var cw = canvasSize.Width;
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var ch = canvasSize.Height;
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var canvasAr = cw / ch;
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var videoAr = videoSize.HasValue
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? videoSize.Value.Width / videoSize.Value.Height
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: canvasAr;
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ClassNumber = canvasLabel.ClassNumber;
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double left, top;
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if (videoAr > canvasAr) //100% width
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{
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left = canvasLabel.X / cw;
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Width = canvasLabel.Width / cw;
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var realHeight = cw / videoAr; //real video height in pixels on canvas
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var blackStripHeight = (ch - realHeight) / 2.0; //height of black strips at the top and bottom
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top = (canvasLabel.Y - blackStripHeight) / realHeight;
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Height = canvasLabel.Height / realHeight;
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}
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else //100% height
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{
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top = canvasLabel.Y / ch;
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Height = canvasLabel.Height / ch;
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var realWidth = ch * videoAr; //real video width in pixels on canvas
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var blackStripWidth = (cw - realWidth) / 2.0; //height of black strips at the top and bottom
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left = (canvasLabel.X - blackStripWidth) / realWidth;
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Width = canvasLabel.Width / realWidth;
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}
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CenterX = left + Width / 2.0;
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CenterY = top + Height / 2.0;
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}
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public static YoloLabel? Parse(string s)
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{
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if (string.IsNullOrEmpty(s))
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return null;
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var strings = s.Replace(',', '.').Split(' ');
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if (strings.Length < 5)
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throw new Exception("Wrong labels format!");
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if (strings.Length > 5)
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strings = strings[..5];
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var res = new YoloLabel
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{
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ClassNumber = int.Parse(strings[0], CultureInfo.InvariantCulture),
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CenterX = double.Parse(strings[1], CultureInfo.InvariantCulture),
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CenterY = double.Parse(strings[2], CultureInfo.InvariantCulture),
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Width = double.Parse(strings[3], CultureInfo.InvariantCulture),
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Height = double.Parse(strings[4], CultureInfo.InvariantCulture)
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};
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return res;
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}
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public static async Task<List<YoloLabel>> ReadFromFile(string filename, CancellationToken cancellationToken = default)
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{
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var str = await File.ReadAllTextAsync(filename, cancellationToken);
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return Deserialize(str);
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}
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public static async Task WriteToFile(IEnumerable<YoloLabel> labels, string filename, CancellationToken cancellationToken = default)
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{
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var labelsStr = Serialize(labels);
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await File.WriteAllTextAsync(filename, labelsStr, cancellationToken);
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}
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public static string Serialize(IEnumerable<YoloLabel> labels) =>
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string.Join(Environment.NewLine, labels.Select(x => x.ToString()));
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public static List<YoloLabel> Deserialize(string str) =>
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str.Split('\n')
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.Select(Parse)
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.Where(ann => ann != null)
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.ToList()!;
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public override string ToString() => $"{ClassNumber} {CenterX:F5} {CenterY:F5} {Width:F5} {Height:F5}".Replace(',', '.');
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}
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[MessagePackObject]
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public class Detection : YoloLabel
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{
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[JsonProperty(PropertyName = "an")][Key("an")] public string AnnotationName { get; set; } = null!;
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[JsonProperty(PropertyName = "p")][Key("p")] public double Confidence { get; set; }
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//For db & serialization
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public Detection(){}
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public Detection(string annotationName, YoloLabel label, double confidence = 1)
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{
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AnnotationName = annotationName;
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ClassNumber = label.ClassNumber;
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CenterX = label.CenterX;
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CenterY = label.CenterY;
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Height = label.Height;
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Width = label.Width;
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Confidence = confidence;
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}
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} |