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摘要：C#利用Onnx技术实现图像分割，通过"segment-anything 分割万物"的功能，实现一键抠图。该技术能够轻松应对各种图像分割需求，无论是复杂的背景还是精细的细节，都能准确识别并分割。这一创新技术为图像编辑和处理带来便捷，提升效率，推动图像分割领域的发展。
目录
介绍
模型信息
sam_vit_b_decoder.onnx
sam_vit_b_encoder.onnx
项目
代码
下载
C# Onnx segment-anything 分割万物 一键抠图
介绍
github地址：https://github.com/facebookresearch/segment-anything
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
效果
C# Onnx segment-anything 分割万物
模型信息
sam_vit_b_decoder.onnx
Model Properties
-------------------------
---------------------------------------------------------------
Inputs
-------------------------
name：image_embeddings
tensor：Float[1, 256, 64, 64]
name：point_coords
tensor：Float[1, -1, 2]
name：point_labels
tensor：Float[1, -1]
name：mask_input
tensor：Float[1, 1, 256, 256]
name：has_mask_input
tensor：Float[1]
name：orig_im_size
tensor：Float[2]
---------------------------------------------------------------
Outputs
-------------------------
name：masks
tensor：Float[-1, -1, -1, -1]
name：iou_predictions
tensor：Float[-1, 4]
name：low_res_masks
tensor：Float[-1, -1, -1, -1]
---------------------------------------------------------------
sam_vit_b_encoder.onnx
Model Properties
-------------------------
---------------------------------------------------------------
Inputs
-------------------------
name：image
tensor：Float[1, 3, 1024, 1024]
---------------------------------------------------------------
Outputs
-------------------------
name：image_embeddings
tensor：Float[1, 256, 64, 64]
---------------------------------------------------------------
项目
代码
using OpenCvSharp;
using OpenCvSharp.Extensions;
using System;
using System.Collections.Generic;
using System.Drawing;
using System.Drawing.Imaging;
using System.Reflection;
using System.Windows.Forms;
namespace Onnx_Demo
{
public partial class Form1 : Form
{
public Form1()
{
InitializeComponent();
}
string fileFilter = "*.*|*.bmp;*.jpg;*.jpeg;*.tiff;*.tiff;*.png";
string image_path = "";
DateTime dt1 = DateTime.Now;
DateTime dt2 = DateTime.Now;
Mat image;
private void button1_Click(object sender, EventArgs e)
{
OpenFileDialog ofd = new OpenFileDialog();
ofd.Filter = fileFilter;
if (ofd.ShowDialog() != DialogResult.OK) return;
pictureBox1.Image = null;
image_path = ofd.FileName;
pictureBox1.Image = new Bitmap(image_path);
textBox1.Text = "";
image = new Mat(image_path);
pictureBox2.Image = null;
pictureBox3.Image = null;
sam.SetImage(image_path);
image = new Mat(image_path);
pictureBox1.Image = new Bitmap(image_path);
}
private void button2_Click(object sender, EventArgs e)
{
pictureBox3.Image = null;
button2.Enabled = false;
Application.DoEvents();
List masks_list = sam.GetPointMask(roi);
if (masks_list.Count>0)
{
int MaxInde = 0;
float maxiou_pred = masks_list[0].iou_pred;
for (int i = 0; i
{
float temp = masks_list[i].iou_pred;
if (temp > maxiou_pred)
{
MaxInde = i;
}
}
pictureBox3.Image = BitmapConverter.ToBitmap(masks_list[MaxInde].mask);
}
button2.Enabled = true;
}
SamInferenceSession sam;
private void Form1_Load(object sender, EventArgs e)
{
string encoderPath = "model/sam_vit_b_encoder.onnx";
string decoderPath = "model/sam_vit_b_decoder.onnx";
sam = new SamInferenceSession(encoderPath, decoderPath);
sam.Initialize();
image_path = "test_img/test.jpg";
sam.SetImage(image_path);
image = new Mat(image_path);
pictureBox1.Image = new Bitmap(image_path);
}
private void pictureBox1_DoubleClick(object sender, EventArgs e)
{
Common.ShowNormalImg(pictureBox1.Image);
}
private void pictureBox2_DoubleClick(object sender, EventArgs e)
{
Common.ShowNormalImg(pictureBox2.Image);
}
SaveFileDialog sdf = new SaveFileDialog();
private void button3_Click(object sender, EventArgs e)
{
if (pictureBox2.Image == null)
{
return;
}
Bitmap output = new Bitmap(pictureBox2.Image);
sdf.Title = "保存";
sdf.Filter = "Images (*.jpg)|*.jpg|Images (*.png)|*.png|Images (*.bmp)|*.bmp|Images (*.emf)|*.emf|Images (*.exif)|*.exif|Images (*.gif)|*.gif|Images (*.ico)|*.ico|Images (*.tiff)|*.tiff|Images (*.wmf)|*.wmf";
if (sdf.ShowDialog() == DialogResult.OK)
{
switch (sdf.FilterIndex)
{
case 1:
{
output.Save(sdf.FileName, ImageFormat.Jpeg);
break;
}
case 2:
{
output.Save(sdf.FileName, ImageFormat.Png);
break;
}
case 3:
{
output.Save(sdf.FileName, ImageFormat.Bmp);
break;
}
case 4:
{
output.Save(sdf.FileName, ImageFormat.Emf);
break;
}
case 5:
{
output.Save(sdf.FileName, ImageFormat.Exif);
break;
}
case 6:
{
output.Save(sdf.FileName, ImageFormat.Gif);
break;
}
case 7:
{
output.Save(sdf.FileName, ImageFormat.Icon);
break;
}
case 8:
{
output.Save(sdf.FileName, ImageFormat.Tiff);
break;
}
case 9:
{
output.Save(sdf.FileName, ImageFormat.Wmf);
break;
}
}
MessageBox.Show("保存成功，位置：" + sdf.FileName);
}
}
bool m_mouseDown = false;
bool m_mouseMove = false;
System.Drawing.Point startPoint = new System.Drawing.Point();
System.Drawing.Point endPoint = new System.Drawing.Point();
Mat currentFrame = new Mat();
Rect roi = new Rect();
private void pictureBox1_MouseMove(object sender, MouseEventArgs e)
{
if (pictureBox1.Image == null)
return;
if (!m_mouseDown) return;
m_mouseMove = true;
endPoint = e.Location;
pictureBox1.Invalidate();
}
private void pictureBox1_Paint(object sender, PaintEventArgs e)
{
if (!m_mouseDown || !m_mouseMove)
return;
Graphics g = e.Graphics;
Pen p = new Pen(Color.Blue, 2);
Rectangle rect = new Rectangle(startPoint.X, startPoint.Y, (endPoint.X - startPoint.X), (endPoint.Y - startPoint.Y));
g.DrawRectangle(p, rect);
}
private void pictureBox1_MouseUp(object sender, MouseEventArgs e)
{
if (!m_mouseDown || !m_mouseMove)
return;
m_mouseDown = false;
m_mouseMove = false;
System.Drawing.Point image_startPoint = ConvertCooridinate(startPoint);
System.Drawing.Point image_endPoint = ConvertCooridinate(endPoint);
if (image_startPoint.X
image_startPoint.X = 0;
if (image_startPoint.Y
image_startPoint.Y = 0;
if (image_endPoint.X
image_endPoint.X = 0;
if (image_endPoint.Y
image_endPoint.Y = 0;
if (image_startPoint.X > image.Cols)
image_startPoint.X = image.Cols;
if (image_startPoint.Y > image.Rows)
image_startPoint.Y = image.Rows;
if (image_endPoint.X > image.Cols)
image_endPoint.X = image.Cols;
if (image_endPoint.Y > image.Rows)
image_endPoint.Y = image.Rows;
label1.Text = String.Format("ROI:({0},{1})-({2},{3})", image_startPoint.X, image_startPoint.Y, image_endPoint.X, image_endPoint.Y);
int w = (image_endPoint.X - image_startPoint.X);
int h = (image_endPoint.Y - image_startPoint.Y);
if (w > 10 && h > 10)
{
roi = new Rect(image_startPoint.X, image_startPoint.Y, w, h);
//Console.WriteLine(String.Format("ROI:({0},{1})-({2},{3})", image_startPoint.X, image_startPoint.Y, image_endPoint.X, image_endPoint.Y));
//test
//OpenCvSharp.Point pointinfo = new OpenCvSharp.Point(910, 641);
//roi = new Rect(pointinfo.X - 160, pointinfo.Y - 430, 380, 940);
Mat roi_mat = image[roi];
pictureBox2.Image = BitmapConverter.ToBitmap(roi_mat);
}
//pictureBox1.Invalidate();
}
private void pictureBox1_MouseDown(object sender, MouseEventArgs e)
{
if (pictureBox1.Image == null)
return;
m_mouseDown = true;
startPoint = e.Location;
}
private System.Drawing.Point ConvertCooridinate(System.Drawing.Point point)
{
System.Reflection.PropertyInfo rectangleProperty = this.pictureBox1.GetType().GetProperty("ImageRectangle", BindingFlags.Instance | BindingFlags.NonPublic);
Rectangle pictureBox = (Rectangle)rectangleProperty.GetValue(this.pictureBox1, null);
int zoomedWidth = pictureBox.Width;
int zoomedHeight = pictureBox.Height;
int imageWidth = pictureBox1.Image.Width;
int imageHeight = pictureBox1.Image.Height;
double zoomRatex = (double)(zoomedWidth) / (double)(imageWidth);
double zoomRatey = (double)(zoomedHeight) / (double)(imageHeight);
int black_left_width = (zoomedWidth == this.pictureBox1.Width) ? 0 : (this.pictureBox1.Width - zoomedWidth) / 2;
int black_top_height = (zoomedHeight == this.pictureBox1.Height) ? 0 : (this.pictureBox1.Height - zoomedHeight) / 2;
int zoomedX = point.X - black_left_width;
int zoomedY = point.Y - black_top_height;
System.Drawing.Point outPoint = new System.Drawing.Point();
outPoint.X = (int)((double)zoomedX / zoomRatex);
outPoint.Y = (int)((double)zoomedY / zoomRatey);
return outPoint;
}
}
}
using OpenCvSharp;
using OpenCvSharp.Extensions;
using System;
using System.Collections.Generic;
using System.Drawing;
using System.Drawing.Imaging;
using System.Reflection;
using System.Windows.Forms;
namespace Onnx_Demo
{
public partial class Form1 : Form
{
public Form1()
{
InitializeComponent();
}
string fileFilter = "*.*|*.bmp;*.jpg;*.jpeg;*.tiff;*.tiff;*.png";
string image_path = "";
DateTime dt1 = DateTime.Now;
DateTime dt2 = DateTime.Now;
Mat image;
private void button1_Click(object sender, EventArgs e)
{
OpenFileDialog ofd = new OpenFileDialog();
ofd.Filter = fileFilter;
if (ofd.ShowDialog() != DialogResult.OK) return;
pictureBox1.Image = null;
image_path = ofd.FileName;
pictureBox1.Image = new Bitmap(image_path);
textBox1.Text = "";
image = new Mat(image_path);
pictureBox2.Image = null;
pictureBox3.Image = null;
sam.SetImage(image_path);
image = new Mat(image_path);
pictureBox1.Image = new Bitmap(image_path);
}
private void button2_Click(object sender, EventArgs e)
{
pictureBox3.Image = null;
button2.Enabled = false;
Application.DoEvents();
List masks_list = sam.GetPointMask(roi);
if (masks_list.Count>0)
{
int MaxInde = 0;
float maxiou_pred = masks_list[0].iou_pred;
for (int i = 0; i maxiou_pred)
{
MaxInde = i;
}
}
pictureBox3.Image = BitmapConverter.ToBitmap(masks_list[MaxInde].mask);
}
button2.Enabled = true;
}
SamInferenceSession sam;
private void Form1_Load(object sender, EventArgs e)
{
string encoderPath = "model/sam_vit_b_encoder.onnx";
string decoderPath = "model/sam_vit_b_decoder.onnx";
sam = new SamInferenceSession(encoderPath, decoderPath);
sam.Initialize();
image_path = "test_img/test.jpg";
sam.SetImage(image_path);
image = new Mat(image_path);
pictureBox1.Image = new Bitmap(image_path);
}
private void pictureBox1_DoubleClick(object sender, EventArgs e)
{
Common.ShowNormalImg(pictureBox1.Image);
}
private void pictureBox2_DoubleClick(object sender, EventArgs e)
{
Common.ShowNormalImg(pictureBox2.Image);
}
SaveFileDialog sdf = new SaveFileDialog();
private void button3_Click(object sender, EventArgs e)
{
if (pictureBox2.Image == null)
{
return;
}
Bitmap output = new Bitmap(pictureBox2.Image);
sdf.Title = "保存";
sdf.Filter = "Images (*.jpg)|*.jpg|Images (*.png)|*.png|Images (*.bmp)|*.bmp|Images (*.emf)|*.emf|Images (*.exif)|*.exif|Images (*.gif)|*.gif|Images (*.ico)|*.ico|Images (*.tiff)|*.tiff|Images (*.wmf)|*.wmf";
if (sdf.ShowDialog() == DialogResult.OK)
{
switch (sdf.FilterIndex)
{
case 1:
{
output.Save(sdf.FileName, ImageFormat.Jpeg);
break;
}
case 2:
{
output.Save(sdf.FileName, ImageFormat.Png);
break;
}
case 3:
{
output.Save(sdf.FileName, ImageFormat.Bmp);
break;
}
case 4:
{
output.Save(sdf.FileName, ImageFormat.Emf);
break;
}
case 5:
{
output.Save(sdf.FileName, ImageFormat.Exif);
break;
}
case 6:
{
output.Save(sdf.FileName, ImageFormat.Gif);
break;
}
case 7:
{
output.Save(sdf.FileName, ImageFormat.Icon);
break;
}
case 8:
{
output.Save(sdf.FileName, ImageFormat.Tiff);
break;
}
case 9:
{
output.Save(sdf.FileName, ImageFormat.Wmf);
break;
}
}
MessageBox.Show("保存成功，位置：" + sdf.FileName);
}
}
bool m_mouseDown = false;
bool m_mouseMove = false;
System.Drawing.Point startPoint = new System.Drawing.Point();
System.Drawing.Point endPoint = new System.Drawing.Point();
Mat currentFrame = new Mat();
Rect roi = new Rect();
private void pictureBox1_MouseMove(object sender, MouseEventArgs e)
{
if (pictureBox1.Image == null)
return;
if (!m_mouseDown) return;
m_mouseMove = true;
endPoint = e.Location;
pictureBox1.Invalidate();
}
private void pictureBox1_Paint(object sender, PaintEventArgs e)
{
if (!m_mouseDown || !m_mouseMove)
return;
Graphics g = e.Graphics;
Pen p = new Pen(Color.Blue, 2);
Rectangle rect = new Rectangle(startPoint.X, startPoint.Y, (endPoint.X - startPoint.X), (endPoint.Y - startPoint.Y));
g.DrawRectangle(p, rect);
}
private void pictureBox1_MouseUp(object sender, MouseEventArgs e)
{
if (!m_mouseDown || !m_mouseMove)
return;
m_mouseDown = false;
m_mouseMove = false;
System.Drawing.Point image_startPoint = ConvertCooridinate(startPoint);
System.Drawing.Point image_endPoint = ConvertCooridinate(endPoint);
if (image_startPoint.X image.Cols)
image_startPoint.X = image.Cols;
if (image_startPoint.Y > image.Rows)
image_startPoint.Y = image.Rows;
if (image_endPoint.X > image.Cols)
image_endPoint.X = image.Cols;
if (image_endPoint.Y > image.Rows)
image_endPoint.Y = image.Rows;
label1.Text = String.Format("ROI:({0},{1})-({2},{3})", image_startPoint.X, image_startPoint.Y, image_endPoint.X, image_endPoint.Y);
int w = (image_endPoint.X - image_startPoint.X);
int h = (image_endPoint.Y - image_startPoint.Y);
if (w > 10 && h > 10)
{
roi = new Rect(image_startPoint.X, image_startPoint.Y, w, h);
//Console.WriteLine(String.Format("ROI:({0},{1})-({2},{3})", image_startPoint.X, image_startPoint.Y, image_endPoint.X, image_endPoint.Y));
//test
//OpenCvSharp.Point pointinfo = new OpenCvSharp.Point(910, 641);
//roi = new Rect(pointinfo.X - 160, pointinfo.Y - 430, 380, 940);
Mat roi_mat = image[roi];
pictureBox2.Image = BitmapConverter.ToBitmap(roi_mat);
}
//pictureBox1.Invalidate();
}
private void pictureBox1_MouseDown(object sender, MouseEventArgs e)
{
if (pictureBox1.Image == null)
return;
m_mouseDown = true;
startPoint = e.Location;
}
private System.Drawing.Point ConvertCooridinate(System.Drawing.Point point)
{
System.Reflection.PropertyInfo rectangleProperty = this.pictureBox1.GetType().GetProperty("ImageRectangle", BindingFlags.Instance | BindingFlags.NonPublic);
Rectangle pictureBox = (Rectangle)rectangleProperty.GetValue(this.pictureBox1, null);
int zoomedWidth = pictureBox.Width;
int zoomedHeight = pictureBox.Height;
int imageWidth = pictureBox1.Image.Width;
int imageHeight = pictureBox1.Image.Height;
double zoomRatex = (double)(zoomedWidth) / (double)(imageWidth);
double zoomRatey = (double)(zoomedHeight) / (double)(imageHeight);
int black_left_width = (zoomedWidth == this.pictureBox1.Width) ? 0 : (this.pictureBox1.Width - zoomedWidth) / 2;
int black_top_height = (zoomedHeight == this.pictureBox1.Height) ? 0 : (this.pictureBox1.Height - zoomedHeight) / 2;
int zoomedX = point.X - black_left_width;
int zoomedY = point.Y - black_top_height;
System.Drawing.Point outPoint = new System.Drawing.Point();
outPoint.X = (int)((double)zoomedX / zoomRatex);
outPoint.Y = (int)((double)zoomedY / zoomRatey);
return outPoint;
}
}
}
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